Example #1
0
def test_LabelDialog_addLabelHistory(qtbot):
    labels = ['cat', 'dog', 'person']
    widget = LabelDialog(labels=labels, sort_labels=True)
    qtbot.addWidget(widget)

    widget.addLabelHistory('bicycle')
    assert widget.labelList.count() == 4
    widget.addLabelHistory('bicycle')
    assert widget.labelList.count() == 4
    item = widget.labelList.item(0)
    assert item.text() == 'bicycle'
def test_LabelDialog_popUp(qtbot):
    labels = ["cat", "dog", "person"]
    widget = LabelDialog(labels=labels, sort_labels=True)
    qtbot.addWidget(widget)

    # popUp(text='cat')

    def interact():
        qtbot.keyClick(widget.edit,
                       QtCore.Qt.Key_P)  # enter 'p' for 'person'  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    label, flags, group_id = widget.popUp("cat")
    assert label == "person"
    assert flags == {}
    assert group_id is None

    # popUp()

    def interact():
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    label, flags, group_id = widget.popUp()
    assert label == "person"
    assert flags == {}
    assert group_id is None

    # popUp() + key_Up

    def interact():
        qtbot.keyClick(widget.edit,
                       QtCore.Qt.Key_Up)  # 'person' -> 'dog'  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    label, flags, group_id = widget.popUp()
    assert label == "dog"
    assert flags == {}
    assert group_id is None
Example #3
0
def test_LabelDialog_popUp(qtbot):
    labels = ['cat', 'dog', 'person']
    widget = LabelDialog(labels=labels, sort_labels=True)
    qtbot.addWidget(widget)

    # popUp(text='cat')

    def interact():
        qtbot.keyClick(widget.edit,
                       QtCore.Qt.Key_P)  # enter 'p' for 'person'  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    label, flags = widget.popUp('cat')
    assert label == 'person'
    assert flags == {}

    # popUp()

    def interact():
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    label, flags = widget.popUp()
    assert label == 'person'
    assert flags == {}

    # popUp() + key_Up

    def interact():
        qtbot.keyClick(widget.edit,
                       QtCore.Qt.Key_Up)  # 'person' -> 'dog'  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    label, flags = widget.popUp()
    assert label == 'dog'
    assert flags == {}
Example #4
0
def test_LabelDialog_popUp(qtbot):
    labels = ['cat', 'dog', 'person']
    widget = LabelDialog(labels=labels, sort_labels=True)
    qtbot.addWidget(widget)

    # popUp(text='cat')

    def interact():
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_P)  # enter 'p' for 'person'  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    text = widget.popUp('cat')
    assert text == 'person'

    # popUp()

    def interact():
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    text = widget.popUp()
    assert text == 'person'

    # popUp() + key_Up

    def interact():
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Up)  # 'person' -> 'dog'  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA
        qtbot.keyClick(widget.edit, QtCore.Qt.Key_Enter)  # NOQA

    QtCore.QTimer.singleShot(500, interact)
    text = widget.popUp()
    assert text == 'dog'
def test_LabelDialog_addLabelHistory(qtbot):
    labels = ["cat", "dog", "person"]
    widget = LabelDialog(labels=labels, sort_labels=True)
    qtbot.addWidget(widget)

    widget.addLabelHistory("bicycle")
    assert widget.labelList.count() == 4
    widget.addLabelHistory("bicycle")
    assert widget.labelList.count() == 4
    item = widget.labelList.item(0)
    assert item.text() == "bicycle"
Example #6
0
def test_LabelDialog_addLabelHistory(qtbot):
    labels = ['cat', 'dog', 'person']
    widget = LabelDialog(labels=labels, sort_labels=True)
    qtbot.addWidget(widget)

    widget.addLabelHistory('bicycle')
    assert widget.labelList.count() == 4
    widget.addLabelHistory('bicycle')
    assert widget.labelList.count() == 4
    item = widget.labelList.item(0)
    assert item.text() == 'bicycle'
Example #7
0
    def __init__(self, config=None, filename=None, output=None):
        # see labelme/config/default_config.yaml for valid configuration
        if config is None:
            config = get_config()
        self._config = config

        super(MainWindow, self).__init__()
        self.setWindowTitle(__appname__)

        # Whether we need to save or not.
        self.dirty = False

        self._noSelectionSlot = False

        # Main widgets and related state.
        self.labelDialog = LabelDialog(
            parent=self,
            labels=self._config['labels'],
            sort_labels=self._config['sort_labels'],
            show_text_field=self._config['show_label_text_field'],
        )

        self.labelList = LabelQListWidget()
        self.lastOpenDir = None

        self.flag_dock = self.flag_widget = None
        self.flag_dock = QtWidgets.QDockWidget('Flags', self)
        self.flag_dock.setObjectName('Flags')
        self.flag_widget = QtWidgets.QListWidget()
        if config['flags']:
            self.loadFlags({k: False for k in config['flags']})
        self.flag_dock.setWidget(self.flag_widget)
        self.flag_widget.itemChanged.connect(self.setDirty)

        self.labelList.itemActivated.connect(self.labelSelectionChanged)
        self.labelList.itemSelectionChanged.connect(self.labelSelectionChanged)
        self.labelList.itemDoubleClicked.connect(self.editLabel)
        # Connect to itemChanged to detect checkbox changes.
        self.labelList.itemChanged.connect(self.labelItemChanged)
        self.labelList.setDragDropMode(
            QtWidgets.QAbstractItemView.InternalMove)
        self.labelList.setParent(self)
        self.dock = QtWidgets.QDockWidget('Polygon Labels', self)
        self.dock.setObjectName('Labels')
        self.dock.setWidget(self.labelList)

        self.uniqLabelList = EscapableQListWidget()
        self.uniqLabelList.setToolTip(
            "Select label to start annotating for it. "
            "Press 'Esc' to deselect.")
        if self._config['labels']:
            self.uniqLabelList.addItems(self._config['labels'])
            self.uniqLabelList.sortItems()
        self.labelsdock = QtWidgets.QDockWidget(u'Label List', self)
        self.labelsdock.setObjectName(u'Label List')
        self.labelsdock.setWidget(self.uniqLabelList)

        self.fileListWidget = QtWidgets.QListWidget()
        self.fileListWidget.itemSelectionChanged.connect(
            self.fileSelectionChanged)
        self.filedock = QtWidgets.QDockWidget(u'File List', self)
        self.filedock.setObjectName(u'Files')
        self.filedock.setWidget(self.fileListWidget)

        self.zoomWidget = ZoomWidget()
        self.colorDialog = ColorDialog(parent=self)

        self.canvas = self.labelList.canvas = Canvas(
            epsilon=self._config['epsilon'], )
        self.canvas.zoomRequest.connect(self.zoomRequest)

        scrollArea = QtWidgets.QScrollArea()
        scrollArea.setWidget(self.canvas)
        scrollArea.setWidgetResizable(True)
        self.scrollBars = {
            Qt.Vertical: scrollArea.verticalScrollBar(),
            Qt.Horizontal: scrollArea.horizontalScrollBar(),
        }
        self.canvas.scrollRequest.connect(self.scrollRequest)

        self.canvas.newShape.connect(self.newShape)
        self.canvas.shapeMoved.connect(self.setDirty)
        self.canvas.selectionChanged.connect(self.shapeSelectionChanged)
        self.canvas.drawingPolygon.connect(self.toggleDrawingSensitive)

        self.setCentralWidget(scrollArea)

        self.addDockWidget(Qt.RightDockWidgetArea, self.flag_dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.labelsdock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.filedock)

        # Actions
        action = functools.partial(newAction, self)
        shortcuts = self._config['shortcuts']
        quit = action('&Quit', self.close, shortcuts['quit'], 'quit',
                      'Quit application')
        open_ = action('&Open', self.openFile, shortcuts['open'], 'open',
                       'Open image or label file')
        opendir = action('&Open Dir', self.openDirDialog,
                         shortcuts['open_dir'], 'open', u'Open Dir')
        openNextImg = action('&Next Image', self.openNextImg,
                             shortcuts['open_next'], 'next', u'Open Next')

        openPrevImg = action('&Prev Image', self.openPrevImg,
                             shortcuts['open_prev'], 'prev', u'Open Prev')
        save = action('&Save',
                      self.saveFile,
                      shortcuts['save'],
                      'save',
                      'Save labels to file',
                      enabled=False)
        saveAs = action('&Save As',
                        self.saveFileAs,
                        shortcuts['save_as'],
                        'save-as',
                        'Save labels to a different file',
                        enabled=False)
        close = action('&Close', self.closeFile, shortcuts['close'], 'close',
                       'Close current file')
        color1 = action('Polygon &Line Color', self.chooseColor1,
                        shortcuts['edit_line_color'], 'color_line',
                        'Choose polygon line color')
        color2 = action('Polygon &Fill Color', self.chooseColor2,
                        shortcuts['edit_fill_color'], 'color',
                        'Choose polygon fill color')

        createMode = action(
            'Create Polygons',
            lambda: self.toggleDrawMode(False, createMode='polygon'),
            shortcuts['create_polygon'],
            'objects',
            'Start drawing polygons',
            enabled=True,
        )
        createRectangleMode = action(
            'Create Rectangle',
            lambda: self.toggleDrawMode(False, createMode='rectangle'),
            shortcuts['create_rectangle'],
            'objects',
            'Start drawing rectangles',
            enabled=True,
        )
        createLineMode = action(
            'Create Line',
            lambda: self.toggleDrawMode(False, createMode='line'),
            shortcuts['create_line'],
            'objects',
            'Start drawing lines',
            enabled=True,
        )
        createPointMode = action(
            'Create Point',
            lambda: self.toggleDrawMode(False, createMode='point'),
            shortcuts['create_point'],
            'objects',
            'Start drawing points',
            enabled=True,
        )
        editMode = action('Edit Polygons',
                          self.setEditMode,
                          shortcuts['edit_polygon'],
                          'edit',
                          'Move and edit polygons',
                          enabled=True)

        delete = action('Delete Polygon',
                        self.deleteSelectedShape,
                        shortcuts['delete_polygon'],
                        'cancel',
                        'Delete',
                        enabled=False)
        copy = action('Duplicate Polygon',
                      self.copySelectedShape,
                      shortcuts['duplicate_polygon'],
                      'copy',
                      'Create a duplicate of the selected polygon',
                      enabled=False)
        undoLastPoint = action('Undo last point',
                               self.canvas.undoLastPoint,
                               shortcuts['undo_last_point'],
                               'undo',
                               'Undo last drawn point',
                               enabled=False)
        addPoint = action('Add Point to Edge',
                          self.canvas.addPointToEdge,
                          None,
                          'edit',
                          'Add point to the nearest edge',
                          enabled=False)

        undo = action('Undo',
                      self.undoShapeEdit,
                      shortcuts['undo'],
                      'undo',
                      'Undo last add and edit of shape',
                      enabled=False)

        hideAll = action('&Hide\nPolygons',
                         functools.partial(self.togglePolygons, False),
                         icon='eye',
                         tip='Hide all polygons',
                         enabled=False)
        showAll = action('&Show\nPolygons',
                         functools.partial(self.togglePolygons, True),
                         icon='eye',
                         tip='Show all polygons',
                         enabled=False)

        help = action('&Tutorial',
                      self.tutorial,
                      icon='help',
                      tip='Show tutorial page')

        zoom = QtWidgets.QWidgetAction(self)
        zoom.setDefaultWidget(self.zoomWidget)
        self.zoomWidget.setWhatsThis(
            "Zoom in or out of the image. Also accessible with"
            " %s and %s from the canvas." %
            (fmtShortcut('%s,%s' %
                         (shortcuts['zoom_in'], shortcuts['zoom_out'])),
             fmtShortcut("Ctrl+Wheel")))
        self.zoomWidget.setEnabled(False)

        zoomIn = action('Zoom &In',
                        functools.partial(self.addZoom, 10),
                        shortcuts['zoom_in'],
                        'zoom-in',
                        'Increase zoom level',
                        enabled=False)
        zoomOut = action('&Zoom Out',
                         functools.partial(self.addZoom, -10),
                         shortcuts['zoom_out'],
                         'zoom-out',
                         'Decrease zoom level',
                         enabled=False)
        zoomOrg = action('&Original size',
                         functools.partial(self.setZoom, 100),
                         shortcuts['zoom_to_original'],
                         'zoom',
                         'Zoom to original size',
                         enabled=False)
        fitWindow = action('&Fit Window',
                           self.setFitWindow,
                           shortcuts['fit_window'],
                           'fit-window',
                           'Zoom follows window size',
                           checkable=True,
                           enabled=False)
        fitWidth = action('Fit &Width',
                          self.setFitWidth,
                          shortcuts['fit_width'],
                          'fit-width',
                          'Zoom follows window width',
                          checkable=True,
                          enabled=False)
        # Group zoom controls into a list for easier toggling.
        zoomActions = (self.zoomWidget, zoomIn, zoomOut, zoomOrg, fitWindow,
                       fitWidth)
        self.zoomMode = self.MANUAL_ZOOM
        self.scalers = {
            self.FIT_WINDOW:
            self.scaleFitWindow,
            self.FIT_WIDTH:
            self.scaleFitWidth,
            # Set to one to scale to 100% when loading files.
            self.MANUAL_ZOOM:
            lambda: 1,
        }

        edit = action('&Edit Label',
                      self.editLabel,
                      shortcuts['edit_label'],
                      'edit',
                      'Modify the label of the selected polygon',
                      enabled=False)

        shapeLineColor = action(
            'Shape &Line Color',
            self.chshapeLineColor,
            icon='color-line',
            tip='Change the line color for this specific shape',
            enabled=False)
        shapeFillColor = action(
            'Shape &Fill Color',
            self.chshapeFillColor,
            icon='color',
            tip='Change the fill color for this specific shape',
            enabled=False)

        labels = self.dock.toggleViewAction()
        labels.setText('Show/Hide Label Panel')

        # Lavel list context menu.
        labelMenu = QtWidgets.QMenu()
        addActions(labelMenu, (edit, delete))
        self.labelList.setContextMenuPolicy(Qt.CustomContextMenu)
        self.labelList.customContextMenuRequested.connect(
            self.popLabelListMenu)

        # Store actions for further handling.
        self.actions = struct(
            save=save,
            saveAs=saveAs,
            open=open_,
            close=close,
            lineColor=color1,
            fillColor=color2,
            delete=delete,
            edit=edit,
            copy=copy,
            undoLastPoint=undoLastPoint,
            undo=undo,
            addPoint=addPoint,
            createMode=createMode,
            editMode=editMode,
            createRectangleMode=createRectangleMode,
            createLineMode=createLineMode,
            createPointMode=createPointMode,
            shapeLineColor=shapeLineColor,
            shapeFillColor=shapeFillColor,
            zoom=zoom,
            zoomIn=zoomIn,
            zoomOut=zoomOut,
            zoomOrg=zoomOrg,
            fitWindow=fitWindow,
            fitWidth=fitWidth,
            zoomActions=zoomActions,
            fileMenuActions=(open_, opendir, save, saveAs, close, quit),
            tool=(),
            editMenu=(edit, copy, delete, None, undo, undoLastPoint, None,
                      color1, color2),
            # menu shown at right click
            menu=(
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
                edit,
                copy,
                delete,
                shapeLineColor,
                shapeFillColor,
                undo,
                undoLastPoint,
                addPoint,
            ),
            onLoadActive=(
                close,
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
            ),
            onShapesPresent=(saveAs, hideAll, showAll),
        )

        self.canvas.edgeSelected.connect(self.actions.addPoint.setEnabled)

        self.menus = struct(
            file=self.menu('&File'),
            edit=self.menu('&Edit'),
            view=self.menu('&View'),
            help=self.menu('&Help'),
            recentFiles=QtWidgets.QMenu('Open &Recent'),
            labelList=labelMenu,
        )

        addActions(self.menus.file,
                   (open_, openNextImg, openPrevImg, opendir,
                    self.menus.recentFiles, save, saveAs, close, None, quit))
        addActions(self.menus.help, (help, ))
        addActions(self.menus.view,
                   (labels, None, hideAll, showAll, None, zoomIn, zoomOut,
                    zoomOrg, None, fitWindow, fitWidth))

        self.menus.file.aboutToShow.connect(self.updateFileMenu)

        # Custom context menu for the canvas widget:
        addActions(self.canvas.menus[0], self.actions.menu)
        addActions(self.canvas.menus[1],
                   (action('&Copy here', self.copyShape),
                    action('&Move here', self.moveShape)))

        self.tools = self.toolbar('Tools')
        # Menu buttons on Left
        self.actions.tool = (
            open_,
            opendir,
            openNextImg,
            openPrevImg,
            save,
            None,
            createMode,
            editMode,
            copy,
            delete,
            undo,
            None,
            zoomIn,
            zoom,
            zoomOut,
            fitWindow,
            fitWidth,
        )

        self.statusBar().showMessage('%s started.' % __appname__)
        self.statusBar().show()

        # Application state.
        self.image = QtGui.QImage()
        self.imagePath = None
        if self._config['auto_save'] and output is not None:
            warnings.warn('If `auto_save` argument is True, `output` argument '
                          'is ignored and output filename is automatically '
                          'set as IMAGE_BASENAME.json.')
        self.labeling_once = output is not None
        self.output = output
        self.recentFiles = []
        self.maxRecent = 7
        self.lineColor = None
        self.fillColor = None
        self.otherData = None
        self.zoom_level = 100
        self.fit_window = False

        if filename is not None and os.path.isdir(filename):
            self.importDirImages(filename, load=False)
        else:
            self.filename = filename

        # XXX: Could be completely declarative.
        # Restore application settings.
        self.settings = QtCore.QSettings('labelme', 'labelme')
        # FIXME: QSettings.value can return None on PyQt4
        self.recentFiles = self.settings.value('recentFiles', []) or []
        size = self.settings.value('window/size', QtCore.QSize(600, 500))
        position = self.settings.value('window/position', QtCore.QPoint(0, 0))
        self.resize(size)
        self.move(position)
        # or simply:
        # self.restoreGeometry(settings['window/geometry']
        self.restoreState(
            self.settings.value('window/state', QtCore.QByteArray()))
        self.lineColor = QtGui.QColor(
            self.settings.value('line/color', Shape.line_color))
        self.fillColor = QtGui.QColor(
            self.settings.value('fill/color', Shape.fill_color))
        Shape.line_color = self.lineColor
        Shape.fill_color = self.fillColor

        # Populate the File menu dynamically.
        self.updateFileMenu()
        # Since loading the file may take some time,
        # make sure it runs in the background.
        if self.filename is not None:
            self.queueEvent(functools.partial(self.loadFile, self.filename))

        # Callbacks:
        self.zoomWidget.valueChanged.connect(self.paintCanvas)

        self.populateModeActions()
Example #8
0
class MainWindow(QtWidgets.QMainWindow, WindowMixin):
    FIT_WINDOW, FIT_WIDTH, MANUAL_ZOOM = 0, 1, 2

    def __init__(self, config=None, filename=None, output=None):
        # see labelme/config/default_config.yaml for valid configuration
        if config is None:
            config = get_config()
        self._config = config

        super(MainWindow, self).__init__()
        self.setWindowTitle(__appname__)

        # Whether we need to save or not.
        self.dirty = False

        self._noSelectionSlot = False

        # Main widgets and related state.
        self.labelDialog = LabelDialog(
            parent=self,
            labels=self._config['labels'],
            sort_labels=self._config['sort_labels'],
            show_text_field=self._config['show_label_text_field'],
        )

        self.labelList = LabelQListWidget()
        self.lastOpenDir = None

        self.flag_dock = self.flag_widget = None
        self.flag_dock = QtWidgets.QDockWidget('Flags', self)
        self.flag_dock.setObjectName('Flags')
        self.flag_widget = QtWidgets.QListWidget()
        if config['flags']:
            self.loadFlags({k: False for k in config['flags']})
        self.flag_dock.setWidget(self.flag_widget)
        self.flag_widget.itemChanged.connect(self.setDirty)

        self.labelList.itemActivated.connect(self.labelSelectionChanged)
        self.labelList.itemSelectionChanged.connect(self.labelSelectionChanged)
        self.labelList.itemDoubleClicked.connect(self.editLabel)
        # Connect to itemChanged to detect checkbox changes.
        self.labelList.itemChanged.connect(self.labelItemChanged)
        self.labelList.setDragDropMode(
            QtWidgets.QAbstractItemView.InternalMove)
        self.labelList.setParent(self)
        self.dock = QtWidgets.QDockWidget('Polygon Labels', self)
        self.dock.setObjectName('Labels')
        self.dock.setWidget(self.labelList)

        self.uniqLabelList = EscapableQListWidget()
        self.uniqLabelList.setToolTip(
            "Select label to start annotating for it. "
            "Press 'Esc' to deselect.")
        if self._config['labels']:
            self.uniqLabelList.addItems(self._config['labels'])
            self.uniqLabelList.sortItems()
        self.labelsdock = QtWidgets.QDockWidget(u'Label List', self)
        self.labelsdock.setObjectName(u'Label List')
        self.labelsdock.setWidget(self.uniqLabelList)

        self.fileListWidget = QtWidgets.QListWidget()
        self.fileListWidget.itemSelectionChanged.connect(
            self.fileSelectionChanged)
        self.filedock = QtWidgets.QDockWidget(u'File List', self)
        self.filedock.setObjectName(u'Files')
        self.filedock.setWidget(self.fileListWidget)

        self.zoomWidget = ZoomWidget()
        self.colorDialog = ColorDialog(parent=self)

        self.canvas = self.labelList.canvas = Canvas(
            epsilon=self._config['epsilon'], )
        self.canvas.zoomRequest.connect(self.zoomRequest)

        scrollArea = QtWidgets.QScrollArea()
        scrollArea.setWidget(self.canvas)
        scrollArea.setWidgetResizable(True)
        self.scrollBars = {
            Qt.Vertical: scrollArea.verticalScrollBar(),
            Qt.Horizontal: scrollArea.horizontalScrollBar(),
        }
        self.canvas.scrollRequest.connect(self.scrollRequest)

        self.canvas.newShape.connect(self.newShape)
        self.canvas.shapeMoved.connect(self.setDirty)
        self.canvas.selectionChanged.connect(self.shapeSelectionChanged)
        self.canvas.drawingPolygon.connect(self.toggleDrawingSensitive)

        self.setCentralWidget(scrollArea)

        self.addDockWidget(Qt.RightDockWidgetArea, self.flag_dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.labelsdock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.filedock)

        # Actions
        action = functools.partial(newAction, self)
        shortcuts = self._config['shortcuts']
        quit = action('&Quit', self.close, shortcuts['quit'], 'quit',
                      'Quit application')
        open_ = action('&Open', self.openFile, shortcuts['open'], 'open',
                       'Open image or label file')
        opendir = action('&Open Dir', self.openDirDialog,
                         shortcuts['open_dir'], 'open', u'Open Dir')
        openNextImg = action('&Next Image', self.openNextImg,
                             shortcuts['open_next'], 'next', u'Open Next')

        openPrevImg = action('&Prev Image', self.openPrevImg,
                             shortcuts['open_prev'], 'prev', u'Open Prev')
        save = action('&Save',
                      self.saveFile,
                      shortcuts['save'],
                      'save',
                      'Save labels to file',
                      enabled=False)
        saveAs = action('&Save As',
                        self.saveFileAs,
                        shortcuts['save_as'],
                        'save-as',
                        'Save labels to a different file',
                        enabled=False)
        close = action('&Close', self.closeFile, shortcuts['close'], 'close',
                       'Close current file')
        color1 = action('Polygon &Line Color', self.chooseColor1,
                        shortcuts['edit_line_color'], 'color_line',
                        'Choose polygon line color')
        color2 = action('Polygon &Fill Color', self.chooseColor2,
                        shortcuts['edit_fill_color'], 'color',
                        'Choose polygon fill color')

        createMode = action(
            'Create Polygons',
            lambda: self.toggleDrawMode(False, createMode='polygon'),
            shortcuts['create_polygon'],
            'objects',
            'Start drawing polygons',
            enabled=True,
        )
        createRectangleMode = action(
            'Create Rectangle',
            lambda: self.toggleDrawMode(False, createMode='rectangle'),
            shortcuts['create_rectangle'],
            'objects',
            'Start drawing rectangles',
            enabled=True,
        )
        createLineMode = action(
            'Create Line',
            lambda: self.toggleDrawMode(False, createMode='line'),
            shortcuts['create_line'],
            'objects',
            'Start drawing lines',
            enabled=True,
        )
        createPointMode = action(
            'Create Point',
            lambda: self.toggleDrawMode(False, createMode='point'),
            shortcuts['create_point'],
            'objects',
            'Start drawing points',
            enabled=True,
        )
        editMode = action('Edit Polygons',
                          self.setEditMode,
                          shortcuts['edit_polygon'],
                          'edit',
                          'Move and edit polygons',
                          enabled=True)

        delete = action('Delete Polygon',
                        self.deleteSelectedShape,
                        shortcuts['delete_polygon'],
                        'cancel',
                        'Delete',
                        enabled=False)
        copy = action('Duplicate Polygon',
                      self.copySelectedShape,
                      shortcuts['duplicate_polygon'],
                      'copy',
                      'Create a duplicate of the selected polygon',
                      enabled=False)
        undoLastPoint = action('Undo last point',
                               self.canvas.undoLastPoint,
                               shortcuts['undo_last_point'],
                               'undo',
                               'Undo last drawn point',
                               enabled=False)
        addPoint = action('Add Point to Edge',
                          self.canvas.addPointToEdge,
                          None,
                          'edit',
                          'Add point to the nearest edge',
                          enabled=False)

        undo = action('Undo',
                      self.undoShapeEdit,
                      shortcuts['undo'],
                      'undo',
                      'Undo last add and edit of shape',
                      enabled=False)

        hideAll = action('&Hide\nPolygons',
                         functools.partial(self.togglePolygons, False),
                         icon='eye',
                         tip='Hide all polygons',
                         enabled=False)
        showAll = action('&Show\nPolygons',
                         functools.partial(self.togglePolygons, True),
                         icon='eye',
                         tip='Show all polygons',
                         enabled=False)

        help = action('&Tutorial',
                      self.tutorial,
                      icon='help',
                      tip='Show tutorial page')

        zoom = QtWidgets.QWidgetAction(self)
        zoom.setDefaultWidget(self.zoomWidget)
        self.zoomWidget.setWhatsThis(
            "Zoom in or out of the image. Also accessible with"
            " %s and %s from the canvas." %
            (fmtShortcut('%s,%s' %
                         (shortcuts['zoom_in'], shortcuts['zoom_out'])),
             fmtShortcut("Ctrl+Wheel")))
        self.zoomWidget.setEnabled(False)

        zoomIn = action('Zoom &In',
                        functools.partial(self.addZoom, 10),
                        shortcuts['zoom_in'],
                        'zoom-in',
                        'Increase zoom level',
                        enabled=False)
        zoomOut = action('&Zoom Out',
                         functools.partial(self.addZoom, -10),
                         shortcuts['zoom_out'],
                         'zoom-out',
                         'Decrease zoom level',
                         enabled=False)
        zoomOrg = action('&Original size',
                         functools.partial(self.setZoom, 100),
                         shortcuts['zoom_to_original'],
                         'zoom',
                         'Zoom to original size',
                         enabled=False)
        fitWindow = action('&Fit Window',
                           self.setFitWindow,
                           shortcuts['fit_window'],
                           'fit-window',
                           'Zoom follows window size',
                           checkable=True,
                           enabled=False)
        fitWidth = action('Fit &Width',
                          self.setFitWidth,
                          shortcuts['fit_width'],
                          'fit-width',
                          'Zoom follows window width',
                          checkable=True,
                          enabled=False)
        # Group zoom controls into a list for easier toggling.
        zoomActions = (self.zoomWidget, zoomIn, zoomOut, zoomOrg, fitWindow,
                       fitWidth)
        self.zoomMode = self.MANUAL_ZOOM
        self.scalers = {
            self.FIT_WINDOW:
            self.scaleFitWindow,
            self.FIT_WIDTH:
            self.scaleFitWidth,
            # Set to one to scale to 100% when loading files.
            self.MANUAL_ZOOM:
            lambda: 1,
        }

        edit = action('&Edit Label',
                      self.editLabel,
                      shortcuts['edit_label'],
                      'edit',
                      'Modify the label of the selected polygon',
                      enabled=False)

        shapeLineColor = action(
            'Shape &Line Color',
            self.chshapeLineColor,
            icon='color-line',
            tip='Change the line color for this specific shape',
            enabled=False)
        shapeFillColor = action(
            'Shape &Fill Color',
            self.chshapeFillColor,
            icon='color',
            tip='Change the fill color for this specific shape',
            enabled=False)

        labels = self.dock.toggleViewAction()
        labels.setText('Show/Hide Label Panel')

        # Lavel list context menu.
        labelMenu = QtWidgets.QMenu()
        addActions(labelMenu, (edit, delete))
        self.labelList.setContextMenuPolicy(Qt.CustomContextMenu)
        self.labelList.customContextMenuRequested.connect(
            self.popLabelListMenu)

        # Store actions for further handling.
        self.actions = struct(
            save=save,
            saveAs=saveAs,
            open=open_,
            close=close,
            lineColor=color1,
            fillColor=color2,
            delete=delete,
            edit=edit,
            copy=copy,
            undoLastPoint=undoLastPoint,
            undo=undo,
            addPoint=addPoint,
            createMode=createMode,
            editMode=editMode,
            createRectangleMode=createRectangleMode,
            createLineMode=createLineMode,
            createPointMode=createPointMode,
            shapeLineColor=shapeLineColor,
            shapeFillColor=shapeFillColor,
            zoom=zoom,
            zoomIn=zoomIn,
            zoomOut=zoomOut,
            zoomOrg=zoomOrg,
            fitWindow=fitWindow,
            fitWidth=fitWidth,
            zoomActions=zoomActions,
            fileMenuActions=(open_, opendir, save, saveAs, close, quit),
            tool=(),
            editMenu=(edit, copy, delete, None, undo, undoLastPoint, None,
                      color1, color2),
            # menu shown at right click
            menu=(
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
                edit,
                copy,
                delete,
                shapeLineColor,
                shapeFillColor,
                undo,
                undoLastPoint,
                addPoint,
            ),
            onLoadActive=(
                close,
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
            ),
            onShapesPresent=(saveAs, hideAll, showAll),
        )

        self.canvas.edgeSelected.connect(self.actions.addPoint.setEnabled)

        self.menus = struct(
            file=self.menu('&File'),
            edit=self.menu('&Edit'),
            view=self.menu('&View'),
            help=self.menu('&Help'),
            recentFiles=QtWidgets.QMenu('Open &Recent'),
            labelList=labelMenu,
        )

        addActions(self.menus.file,
                   (open_, openNextImg, openPrevImg, opendir,
                    self.menus.recentFiles, save, saveAs, close, None, quit))
        addActions(self.menus.help, (help, ))
        addActions(self.menus.view,
                   (labels, None, hideAll, showAll, None, zoomIn, zoomOut,
                    zoomOrg, None, fitWindow, fitWidth))

        self.menus.file.aboutToShow.connect(self.updateFileMenu)

        # Custom context menu for the canvas widget:
        addActions(self.canvas.menus[0], self.actions.menu)
        addActions(self.canvas.menus[1],
                   (action('&Copy here', self.copyShape),
                    action('&Move here', self.moveShape)))

        self.tools = self.toolbar('Tools')
        # Menu buttons on Left
        self.actions.tool = (
            open_,
            opendir,
            openNextImg,
            openPrevImg,
            save,
            None,
            createMode,
            editMode,
            copy,
            delete,
            undo,
            None,
            zoomIn,
            zoom,
            zoomOut,
            fitWindow,
            fitWidth,
        )

        self.statusBar().showMessage('%s started.' % __appname__)
        self.statusBar().show()

        # Application state.
        self.image = QtGui.QImage()
        self.imagePath = None
        if self._config['auto_save'] and output is not None:
            warnings.warn('If `auto_save` argument is True, `output` argument '
                          'is ignored and output filename is automatically '
                          'set as IMAGE_BASENAME.json.')
        self.labeling_once = output is not None
        self.output = output
        self.recentFiles = []
        self.maxRecent = 7
        self.lineColor = None
        self.fillColor = None
        self.otherData = None
        self.zoom_level = 100
        self.fit_window = False

        if filename is not None and os.path.isdir(filename):
            self.importDirImages(filename, load=False)
        else:
            self.filename = filename

        # XXX: Could be completely declarative.
        # Restore application settings.
        self.settings = QtCore.QSettings('labelme', 'labelme')
        # FIXME: QSettings.value can return None on PyQt4
        self.recentFiles = self.settings.value('recentFiles', []) or []
        size = self.settings.value('window/size', QtCore.QSize(600, 500))
        position = self.settings.value('window/position', QtCore.QPoint(0, 0))
        self.resize(size)
        self.move(position)
        # or simply:
        # self.restoreGeometry(settings['window/geometry']
        self.restoreState(
            self.settings.value('window/state', QtCore.QByteArray()))
        self.lineColor = QtGui.QColor(
            self.settings.value('line/color', Shape.line_color))
        self.fillColor = QtGui.QColor(
            self.settings.value('fill/color', Shape.fill_color))
        Shape.line_color = self.lineColor
        Shape.fill_color = self.fillColor

        # Populate the File menu dynamically.
        self.updateFileMenu()
        # Since loading the file may take some time,
        # make sure it runs in the background.
        if self.filename is not None:
            self.queueEvent(functools.partial(self.loadFile, self.filename))

        # Callbacks:
        self.zoomWidget.valueChanged.connect(self.paintCanvas)

        self.populateModeActions()

        # self.firstStart = True
        # if self.firstStart:
        #    QWhatsThis.enterWhatsThisMode()

    # Support Functions

    def noShapes(self):
        return not self.labelList.itemsToShapes

    def populateModeActions(self):
        tool, menu = self.actions.tool, self.actions.menu
        self.tools.clear()
        addActions(self.tools, tool)
        self.canvas.menus[0].clear()
        addActions(self.canvas.menus[0], menu)
        self.menus.edit.clear()
        actions = (
            self.actions.createMode,
            self.actions.createRectangleMode,
            self.actions.createLineMode,
            self.actions.createPointMode,
            self.actions.editMode,
        )
        addActions(self.menus.edit, actions + self.actions.editMenu)

    def setDirty(self):
        if self._config['auto_save']:
            label_file = os.path.splitext(self.imagePath)[0] + '.json'
            self.saveLabels(label_file)
            return
        self.dirty = True
        self.actions.save.setEnabled(True)
        self.actions.undo.setEnabled(self.canvas.isShapeRestorable)
        title = __appname__
        if self.filename is not None:
            title = '{} - {}*'.format(title, self.filename)
        self.setWindowTitle(title)

    def setClean(self):
        self.dirty = False
        self.actions.save.setEnabled(False)
        self.actions.createMode.setEnabled(True)
        self.actions.createRectangleMode.setEnabled(True)
        self.actions.createLineMode.setEnabled(True)
        self.actions.createPointMode.setEnabled(True)
        title = __appname__
        if self.filename is not None:
            title = '{} - {}'.format(title, self.filename)
        self.setWindowTitle(title)

    def toggleActions(self, value=True):
        """Enable/Disable widgets which depend on an opened image."""
        for z in self.actions.zoomActions:
            z.setEnabled(value)
        for action in self.actions.onLoadActive:
            action.setEnabled(value)

    def queueEvent(self, function):
        QtCore.QTimer.singleShot(0, function)

    def status(self, message, delay=5000):
        self.statusBar().showMessage(message, delay)

    def resetState(self):
        self.labelList.clear()
        self.filename = None
        self.imagePath = None
        self.imageData = None
        self.labelFile = None
        self.otherData = None
        self.canvas.resetState()

    def currentItem(self):
        items = self.labelList.selectedItems()
        if items:
            return items[0]
        return None

    def addRecentFile(self, filename):
        if filename in self.recentFiles:
            self.recentFiles.remove(filename)
        elif len(self.recentFiles) >= self.maxRecent:
            self.recentFiles.pop()
        self.recentFiles.insert(0, filename)

    # Callbacks

    def undoShapeEdit(self):
        self.canvas.restoreShape()
        self.labelList.clear()
        self.loadShapes(self.canvas.shapes)
        self.actions.undo.setEnabled(self.canvas.isShapeRestorable)

    def tutorial(self):
        url = 'https://github.com/wkentaro/labelme/tree/master/examples/tutorial'  # NOQA
        webbrowser.open(url)

    def toggleAddPointEnabled(self, enabled):
        self.actions.addPoint.setEnabled(enabled)

    def toggleDrawingSensitive(self, drawing=True):
        """Toggle drawing sensitive.

        In the middle of drawing, toggling between modes should be disabled.
        """
        self.actions.editMode.setEnabled(not drawing)
        self.actions.undoLastPoint.setEnabled(drawing)
        self.actions.undo.setEnabled(not drawing)

    def toggleDrawMode(self, edit=True, createMode='polygon'):
        self.canvas.setEditing(edit)
        self.canvas.createMode = createMode
        if edit:
            self.actions.createMode.setEnabled(True)
            self.actions.createRectangleMode.setEnabled(True)
            self.actions.createLineMode.setEnabled(True)
            self.actions.createPointMode.setEnabled(True)
        else:
            if createMode == 'polygon':
                self.actions.createMode.setEnabled(False)
                self.actions.createRectangleMode.setEnabled(True)
                self.actions.createLineMode.setEnabled(True)
                self.actions.createPointMode.setEnabled(True)
            elif createMode == 'rectangle':
                self.actions.createMode.setEnabled(True)
                self.actions.createRectangleMode.setEnabled(False)
                self.actions.createLineMode.setEnabled(True)
                self.actions.createPointMode.setEnabled(True)
            elif createMode == 'line':
                self.actions.createMode.setEnabled(True)
                self.actions.createRectangleMode.setEnabled(True)
                self.actions.createLineMode.setEnabled(False)
                self.actions.createPointMode.setEnabled(True)
            elif createMode == 'point':
                self.actions.createMode.setEnabled(True)
                self.actions.createRectangleMode.setEnabled(True)
                self.actions.createLineMode.setEnabled(True)
                self.actions.createPointMode.setEnabled(False)
            else:
                raise ValueError('Unsupported createMode: %s' % createMode)
        self.actions.editMode.setEnabled(not edit)

    def setEditMode(self):
        self.toggleDrawMode(True)

    def updateFileMenu(self):
        current = self.filename

        def exists(filename):
            return os.path.exists(str(filename))

        menu = self.menus.recentFiles
        menu.clear()
        files = [f for f in self.recentFiles if f != current and exists(f)]
        for i, f in enumerate(files):
            icon = newIcon('labels')
            action = QtWidgets.QAction(
                icon, '&%d %s' % (i + 1, QtCore.QFileInfo(f).fileName()), self)
            action.triggered.connect(functools.partial(self.loadRecent, f))
            menu.addAction(action)

    def popLabelListMenu(self, point):
        self.menus.labelList.exec_(self.labelList.mapToGlobal(point))

    def validateLabel(self, label):
        # no validation
        if self._config['validate_label'] is None:
            return True

        for i in range(self.uniqLabelList.count()):
            label_i = self.uniqLabelList.item(i).text()
            if self._config['validate_label'] in ['exact', 'instance']:
                if label_i == label:
                    return True
            if self._config['validate_label'] == 'instance':
                m = re.match(r'^{}-[0-9]*$'.format(label_i), label)
                if m:
                    return True
        return False

    def editLabel(self, item=None):
        if not self.canvas.editing():
            return
        item = item if item else self.currentItem()
        text = self.labelDialog.popUp(item.text())
        if text is None:
            return
        if not self.validateLabel(text):
            self.errorMessage(
                'Invalid label',
                "Invalid label '{}' with validation type '{}'".format(
                    text, self._config['validate_label']))
            return
        item.setText(text)
        self.setDirty()
        if not self.uniqLabelList.findItems(text, Qt.MatchExactly):
            self.uniqLabelList.addItem(text)
            self.uniqLabelList.sortItems()

    def fileSelectionChanged(self):
        items = self.fileListWidget.selectedItems()
        if not items:
            return
        item = items[0]

        if not self.mayContinue():
            return

        currIndex = self.imageList.index(str(item.text()))
        if currIndex < len(self.imageList):
            filename = self.imageList[currIndex]
            if filename:
                self.loadFile(filename)

    # React to canvas signals.
    def shapeSelectionChanged(self, selected=False):
        if self._noSelectionSlot:
            self._noSelectionSlot = False
        else:
            shape = self.canvas.selectedShape
            if shape:
                item = self.labelList.get_item_from_shape(shape)
                item.setSelected(True)
            else:
                self.labelList.clearSelection()
        self.actions.delete.setEnabled(selected)
        self.actions.copy.setEnabled(selected)
        self.actions.edit.setEnabled(selected)
        self.actions.shapeLineColor.setEnabled(selected)
        self.actions.shapeFillColor.setEnabled(selected)

    def addLabel(self, shape):
        item = QtWidgets.QListWidgetItem(shape.label)
        item.setFlags(item.flags() | Qt.ItemIsUserCheckable)
        item.setCheckState(Qt.Checked)
        self.labelList.itemsToShapes.append((item, shape))
        self.labelList.addItem(item)
        if not self.uniqLabelList.findItems(shape.label, Qt.MatchExactly):
            self.uniqLabelList.addItem(shape.label)
            self.uniqLabelList.sortItems()
        self.labelDialog.addLabelHistory(item.text())
        for action in self.actions.onShapesPresent:
            action.setEnabled(True)

    def remLabel(self, shape):
        item = self.labelList.get_item_from_shape(shape)
        self.labelList.takeItem(self.labelList.row(item))

    def loadShapes(self, shapes):
        for shape in shapes:
            self.addLabel(shape)
        self.canvas.loadShapes(shapes)

    def loadLabels(self, shapes):
        s = []
        for label, points, line_color, fill_color in shapes:
            shape = Shape(label=label)
            for x, y in points:
                shape.addPoint(QtCore.QPoint(x, y))
            shape.close()
            s.append(shape)
            if line_color:
                shape.line_color = QtGui.QColor(*line_color)
            if fill_color:
                shape.fill_color = QtGui.QColor(*fill_color)
        self.loadShapes(s)

    def loadFlags(self, flags):
        self.flag_widget.clear()
        for key, flag in flags.items():
            item = QtWidgets.QListWidgetItem(key)
            item.setFlags(item.flags() | Qt.ItemIsUserCheckable)
            item.setCheckState(Qt.Checked if flag else Qt.Unchecked)
            self.flag_widget.addItem(item)

    def saveLabels(self, filename):
        lf = LabelFile()

        def format_shape(s):
            return dict(label=str(s.label),
                        line_color=s.line_color.getRgb()
                        if s.line_color != self.lineColor else None,
                        fill_color=s.fill_color.getRgb()
                        if s.fill_color != self.fillColor else None,
                        points=[(p.x(), p.y()) for p in s.points])

        shapes = [format_shape(shape) for shape in self.labelList.shapes]
        flags = {}
        for i in range(self.flag_widget.count()):
            item = self.flag_widget.item(i)
            key = item.text()
            flag = item.checkState() == Qt.Checked
            flags[key] = flag
        try:
            imagePath = os.path.relpath(self.imagePath,
                                        os.path.dirname(filename))
            imageData = self.imageData if self._config['store_data'] else None
            lf.save(
                filename=filename,
                shapes=shapes,
                imagePath=imagePath,
                imageData=imageData,
                lineColor=self.lineColor.getRgb(),
                fillColor=self.fillColor.getRgb(),
                otherData=self.otherData,
                flags=flags,
            )
            self.labelFile = lf
            # disable allows next and previous image to proceed
            # self.filename = filename
            return True
        except LabelFileError as e:
            self.errorMessage('Error saving label data', '<b>%s</b>' % e)
            return False

    def copySelectedShape(self):
        self.addLabel(self.canvas.copySelectedShape())
        # fix copy and delete
        self.shapeSelectionChanged(True)

    def labelSelectionChanged(self):
        item = self.currentItem()
        if item and self.canvas.editing():
            self._noSelectionSlot = True
            shape = self.labelList.get_shape_from_item(item)
            self.canvas.selectShape(shape)

    def labelItemChanged(self, item):
        shape = self.labelList.get_shape_from_item(item)
        label = str(item.text())
        if label != shape.label:
            shape.label = str(item.text())
            self.setDirty()
        else:  # User probably changed item visibility
            self.canvas.setShapeVisible(shape, item.checkState() == Qt.Checked)

    # Callback functions:

    def newShape(self):
        """Pop-up and give focus to the label editor.

        position MUST be in global coordinates.
        """
        items = self.uniqLabelList.selectedItems()
        text = None
        if items:
            text = items[0].text()
        text = self.labelDialog.popUp(text)
        if text is not None and not self.validateLabel(text):
            self.errorMessage(
                'Invalid label',
                "Invalid label '{}' with validation type '{}'".format(
                    text, self._config['validate_label']))
            text = None
        if text is None:
            self.canvas.undoLastLine()
            self.canvas.shapesBackups.pop()
        else:
            self.addLabel(self.canvas.setLastLabel(text))
            self.actions.editMode.setEnabled(True)
            self.actions.undoLastPoint.setEnabled(False)
            self.actions.undo.setEnabled(True)
            self.setDirty()

    def scrollRequest(self, delta, orientation):
        units = -delta * 0.1  # natural scroll
        bar = self.scrollBars[orientation]
        bar.setValue(bar.value() + bar.singleStep() * units)

    def setZoom(self, value):
        self.actions.fitWidth.setChecked(False)
        self.actions.fitWindow.setChecked(False)
        self.zoomMode = self.MANUAL_ZOOM
        self.zoomWidget.setValue(value)

    def addZoom(self, increment=10):
        self.setZoom(self.zoomWidget.value() + increment)

    def zoomRequest(self, delta, pos):
        canvas_width_old = self.canvas.width()

        units = delta * 0.1
        self.addZoom(units)

        canvas_width_new = self.canvas.width()
        if canvas_width_old != canvas_width_new:
            canvas_scale_factor = canvas_width_new / canvas_width_old

            x_shift = round(pos.x() * canvas_scale_factor) - pos.x()
            y_shift = round(pos.y() * canvas_scale_factor) - pos.y()

            self.scrollBars[Qt.Horizontal].setValue(
                self.scrollBars[Qt.Horizontal].value() + x_shift)
            self.scrollBars[Qt.Vertical].setValue(
                self.scrollBars[Qt.Vertical].value() + y_shift)

    def setFitWindow(self, value=True):
        if value:
            self.actions.fitWidth.setChecked(False)
        self.zoomMode = self.FIT_WINDOW if value else self.MANUAL_ZOOM
        self.adjustScale()

    def setFitWidth(self, value=True):
        if value:
            self.actions.fitWindow.setChecked(False)
        self.zoomMode = self.FIT_WIDTH if value else self.MANUAL_ZOOM
        self.adjustScale()

    def togglePolygons(self, value):
        for item, shape in self.labelList.itemsToShapes:
            item.setCheckState(Qt.Checked if value else Qt.Unchecked)

    def loadFile(self, filename=None):
        """Load the specified file, or the last opened file if None."""
        # changing fileListWidget loads file
        if (filename in self.imageList and self.fileListWidget.currentRow() !=
                self.imageList.index(filename)):
            self.fileListWidget.setCurrentRow(self.imageList.index(filename))
            return

        self.resetState()
        self.canvas.setEnabled(False)
        if filename is None:
            filename = self.settings.value('filename', '')
        filename = str(filename)
        if not QtCore.QFile.exists(filename):
            self.errorMessage('Error opening file',
                              'No such file: <b>%s</b>' % filename)
            return False
        # assumes same name, but json extension
        self.status("Loading %s..." % os.path.basename(str(filename)))
        label_file = os.path.splitext(filename)[0] + '.json'
        if QtCore.QFile.exists(label_file) and \
                LabelFile.isLabelFile(label_file):
            try:
                self.labelFile = LabelFile(label_file)
                # FIXME: PyQt4 installed via Anaconda fails to load JPEG
                # and JSON encoded images.
                # https://github.com/ContinuumIO/anaconda-issues/issues/131
                if QtGui.QImage.fromData(self.labelFile.imageData).isNull():
                    raise LabelFileError(
                        'Failed loading image data from label file.\n'
                        'Maybe this is a known issue of PyQt4 built on'
                        ' Anaconda, and may be fixed by installing PyQt5.')
            except LabelFileError as e:
                self.errorMessage(
                    'Error opening file', "<p><b>%s</b></p>"
                    "<p>Make sure <i>%s</i> is a valid label file." %
                    (e, label_file))
                self.status("Error reading %s" % label_file)
                return False
            self.imageData = self.labelFile.imageData
            self.imagePath = os.path.join(os.path.dirname(label_file),
                                          self.labelFile.imagePath)
            self.lineColor = QtGui.QColor(*self.labelFile.lineColor)
            self.fillColor = QtGui.QColor(*self.labelFile.fillColor)
            self.otherData = self.labelFile.otherData
        else:
            # Load image:
            # read data first and store for saving into label file.
            self.imageData = read(filename, None)
            if self.imageData is not None:
                # the filename is image not JSON
                self.imagePath = filename
            self.labelFile = None
        image = QtGui.QImage.fromData(self.imageData)
        if image.isNull():
            formats = [
                '*.{}'.format(fmt.data().decode())
                for fmt in QtGui.QImageReader.supportedImageFormats()
            ]
            self.errorMessage(
                'Error opening file',
                '<p>Make sure <i>{0}</i> is a valid image file.<br/>'
                'Supported image formats: {1}</p>'.format(
                    filename, ','.join(formats)))
            self.status("Error reading %s" % filename)
            return False
        self.image = image
        self.filename = filename
        if self._config['keep_prev']:
            prev_shapes = self.canvas.shapes
        self.canvas.loadPixmap(QtGui.QPixmap.fromImage(image))
        if self._config['flags']:
            self.loadFlags({k: False for k in self._config['flags']})
        if self._config['keep_prev']:
            self.loadShapes(prev_shapes)
        if self.labelFile:
            self.loadLabels(self.labelFile.shapes)
            if self.labelFile.flags is not None:
                self.loadFlags(self.labelFile.flags)
        self.setClean()
        self.canvas.setEnabled(True)
        self.adjustScale(initial=True)
        self.paintCanvas()
        self.addRecentFile(self.filename)
        self.toggleActions(True)
        self.status("Loaded %s" % os.path.basename(str(filename)))
        return True

    def resizeEvent(self, event):
        if self.canvas and not self.image.isNull()\
           and self.zoomMode != self.MANUAL_ZOOM:
            self.adjustScale()
        super(MainWindow, self).resizeEvent(event)

    def paintCanvas(self):
        assert not self.image.isNull(), "cannot paint null image"
        self.canvas.scale = 0.01 * self.zoomWidget.value()
        self.canvas.adjustSize()
        self.canvas.update()

    def adjustScale(self, initial=False):
        value = self.scalers[self.FIT_WINDOW if initial else self.zoomMode]()
        self.zoomWidget.setValue(int(100 * value))

    def scaleFitWindow(self):
        """Figure out the size of the pixmap to fit the main widget."""
        e = 2.0  # So that no scrollbars are generated.
        w1 = self.centralWidget().width() - e
        h1 = self.centralWidget().height() - e
        a1 = w1 / h1
        # Calculate a new scale value based on the pixmap's aspect ratio.
        w2 = self.canvas.pixmap.width() - 0.0
        h2 = self.canvas.pixmap.height() - 0.0
        a2 = w2 / h2
        return w1 / w2 if a2 >= a1 else h1 / h2

    def scaleFitWidth(self):
        # The epsilon does not seem to work too well here.
        w = self.centralWidget().width() - 2.0
        return w / self.canvas.pixmap.width()

    def closeEvent(self, event):
        if not self.mayContinue():
            event.ignore()
        self.settings.setValue('filename',
                               self.filename if self.filename else '')
        self.settings.setValue('window/size', self.size())
        self.settings.setValue('window/position', self.pos())
        self.settings.setValue('window/state', self.saveState())
        self.settings.setValue('line/color', self.lineColor)
        self.settings.setValue('fill/color', self.fillColor)
        self.settings.setValue('recentFiles', self.recentFiles)
        # ask the use for where to save the labels
        # self.settings.setValue('window/geometry', self.saveGeometry())

    # User Dialogs #

    def loadRecent(self, filename):
        if self.mayContinue():
            self.loadFile(filename)

    def openPrevImg(self, _value=False):
        if not self.mayContinue():
            return

        if len(self.imageList) <= 0:
            return

        if self.filename is None:
            return

        currIndex = self.imageList.index(self.filename)
        if currIndex - 1 >= 0:
            filename = self.imageList[currIndex - 1]
            if filename:
                self.loadFile(filename)

    def openNextImg(self, _value=False, load=True):
        if not self.mayContinue():
            return

        if len(self.imageList) <= 0:
            return

        filename = None
        if self.filename is None:
            filename = self.imageList[0]
        else:
            currIndex = self.imageList.index(self.filename)
            if currIndex + 1 < len(self.imageList):
                filename = self.imageList[currIndex + 1]
            else:
                filename = self.imageList[-1]
        self.filename = filename

        if self.filename and load:
            self.loadFile(self.filename)

    def openFile(self, _value=False):
        if not self.mayContinue():
            return
        path = os.path.dirname(str(self.filename)) if self.filename else '.'
        formats = [
            '*.{}'.format(fmt.data().decode())
            for fmt in QtGui.QImageReader.supportedImageFormats()
        ]
        filters = "Image & Label files (%s)" % ' '.join(
            formats + ['*%s' % LabelFile.suffix])
        filename = QtWidgets.QFileDialog.getOpenFileName(
            self, '%s - Choose Image or Label file' % __appname__, path,
            filters)
        if QT5:
            filename, _ = filename
        filename = str(filename)
        if filename:
            self.loadFile(filename)

    def saveFile(self, _value=False):
        assert not self.image.isNull(), "cannot save empty image"
        if self._config['flags'] or self.hasLabels():
            if self.labelFile:
                # DL20180323 - overwrite when in directory
                self._saveFile(self.labelFile.filename)
            elif self.output:
                self._saveFile(self.output)
            else:
                self._saveFile(self.saveFileDialog())

    def saveFileAs(self, _value=False):
        assert not self.image.isNull(), "cannot save empty image"
        if self.hasLabels():
            self._saveFile(self.saveFileDialog())

    def saveFileDialog(self):
        caption = '%s - Choose File' % __appname__
        filters = 'Label files (*%s)' % LabelFile.suffix
        dlg = QtWidgets.QFileDialog(self, caption, self.currentPath(), filters)
        dlg.setDefaultSuffix(LabelFile.suffix[1:])
        dlg.setAcceptMode(QtWidgets.QFileDialog.AcceptSave)
        dlg.setOption(QtWidgets.QFileDialog.DontConfirmOverwrite, False)
        dlg.setOption(QtWidgets.QFileDialog.DontUseNativeDialog, False)
        basename = os.path.splitext(self.filename)[0]
        default_labelfile_name = os.path.join(self.currentPath(),
                                              basename + LabelFile.suffix)
        filename = dlg.getSaveFileName(self, 'Choose File',
                                       default_labelfile_name,
                                       'Label files (*%s)' % LabelFile.suffix)
        if QT5:
            filename, _ = filename
        filename = str(filename)
        return filename

    def _saveFile(self, filename):
        if filename and self.saveLabels(filename):
            self.addRecentFile(filename)
            self.setClean()
            if self.labeling_once:
                self.close()

    def closeFile(self, _value=False):
        if not self.mayContinue():
            return
        self.resetState()
        self.setClean()
        self.toggleActions(False)
        self.canvas.setEnabled(False)
        self.actions.saveAs.setEnabled(False)

    # Message Dialogs. #
    def hasLabels(self):
        if not self.labelList.itemsToShapes:
            self.errorMessage(
                'No objects labeled',
                'You must label at least one object to save the file.')
            return False
        return True

    def mayContinue(self):
        if not self.dirty:
            return True
        mb = QtWidgets.QMessageBox
        msg = 'Save annotations to "{}" before closing?'.format(self.filename)
        answer = mb.question(self, 'Save annotations?', msg,
                             mb.Save | mb.Discard | mb.Cancel, mb.Save)
        if answer == mb.Discard:
            return True
        elif answer == mb.Save:
            self.saveFile()
            return True
        else:  # answer == mb.Cancel
            return False

    def errorMessage(self, title, message):
        return QtWidgets.QMessageBox.critical(
            self, title, '<p><b>%s</b></p>%s' % (title, message))

    def currentPath(self):
        return os.path.dirname(str(self.filename)) if self.filename else '.'

    def chooseColor1(self):
        color = self.colorDialog.getColor(self.lineColor,
                                          'Choose line color',
                                          default=DEFAULT_LINE_COLOR)
        if color:
            self.lineColor = color
            # Change the color for all shape lines:
            Shape.line_color = self.lineColor
            self.canvas.update()
            self.setDirty()

    def chooseColor2(self):
        color = self.colorDialog.getColor(self.fillColor,
                                          'Choose fill color',
                                          default=DEFAULT_FILL_COLOR)
        if color:
            self.fillColor = color
            Shape.fill_color = self.fillColor
            self.canvas.update()
            self.setDirty()

    def deleteSelectedShape(self):
        yes, no = QtWidgets.QMessageBox.Yes, QtWidgets.QMessageBox.No
        msg = 'You are about to permanently delete this polygon, ' \
              'proceed anyway?'
        if yes == QtWidgets.QMessageBox.warning(self, 'Attention', msg,
                                                yes | no):
            self.remLabel(self.canvas.deleteSelected())
            self.setDirty()
            if self.noShapes():
                for action in self.actions.onShapesPresent:
                    action.setEnabled(False)

    def chshapeLineColor(self):
        color = self.colorDialog.getColor(self.lineColor,
                                          'Choose line color',
                                          default=DEFAULT_LINE_COLOR)
        if color:
            self.canvas.selectedShape.line_color = color
            self.canvas.update()
            self.setDirty()

    def chshapeFillColor(self):
        color = self.colorDialog.getColor(self.fillColor,
                                          'Choose fill color',
                                          default=DEFAULT_FILL_COLOR)
        if color:
            self.canvas.selectedShape.fill_color = color
            self.canvas.update()
            self.setDirty()

    def copyShape(self):
        self.canvas.endMove(copy=True)
        self.addLabel(self.canvas.selectedShape)
        self.setDirty()

    def moveShape(self):
        self.canvas.endMove(copy=False)
        self.setDirty()

    def openDirDialog(self, _value=False, dirpath=None):
        if not self.mayContinue():
            return

        defaultOpenDirPath = dirpath if dirpath else '.'
        if self.lastOpenDir and os.path.exists(self.lastOpenDir):
            defaultOpenDirPath = self.lastOpenDir
        else:
            defaultOpenDirPath = os.path.dirname(self.filename) \
                if self.filename else '.'

        targetDirPath = str(
            QtWidgets.QFileDialog.getExistingDirectory(
                self, '%s - Open Directory' % __appname__, defaultOpenDirPath,
                QtWidgets.QFileDialog.ShowDirsOnly
                | QtWidgets.QFileDialog.DontResolveSymlinks))
        self.importDirImages(targetDirPath)

    @property
    def imageList(self):
        lst = []
        for i in range(self.fileListWidget.count()):
            item = self.fileListWidget.item(i)
            lst.append(item.text())
        return lst

    def importDirImages(self, dirpath, load=True):
        if not self.mayContinue() or not dirpath:
            return

        self.lastOpenDir = dirpath
        self.filename = None
        self.fileListWidget.clear()
        for filename in self.scanAllImages(dirpath):
            label_file = os.path.splitext(filename)[0] + '.json'
            item = QtWidgets.QListWidgetItem(filename)
            item.setFlags(Qt.ItemIsEnabled | Qt.ItemIsSelectable)
            if QtCore.QFile.exists(label_file) and \
                    LabelFile.isLabelFile(label_file):
                item.setCheckState(Qt.Checked)
            else:
                item.setCheckState(Qt.Unchecked)
            self.fileListWidget.addItem(item)
        self.openNextImg(load=load)

    def scanAllImages(self, folderPath):
        extensions = [
            '.%s' % fmt.data().decode("ascii").lower()
            for fmt in QtGui.QImageReader.supportedImageFormats()
        ]
        images = []

        for root, dirs, files in os.walk(folderPath):
            for file in files:
                if file.lower().endswith(tuple(extensions)):
                    relativePath = os.path.join(root, file)
                    images.append(relativePath)
        images.sort(key=lambda x: x.lower())
        return images
Example #9
0
    def __init__(self, config=None, filename=None, output=None):
        # see labelme/config/default_config.yaml for valid configuration
        if config is None:
            config = get_config()
        self._config = config

        super(MainWindow, self).__init__()
        self.setWindowTitle(__appname__)

        # Whether we need to save or not.
        self.dirty = False

        self._noSelectionSlot = False

        # Main widgets and related state.
        self.labelDialog = LabelDialog(
            parent=self,
            labels=self._config['labels'],
            sort_labels=self._config['sort_labels'],
            show_text_field=self._config['show_label_text_field'],
        )

        self.labelList = LabelQListWidget()
        self.lastOpenDir = None

        self.flag_dock = self.flag_widget = None
        self.flag_dock = QtWidgets.QDockWidget('Flags', self)
        self.flag_dock.setObjectName('Flags')
        self.flag_widget = QtWidgets.QListWidget()
        if config['flags']:
            self.loadFlags({k: False for k in config['flags']})
        self.flag_dock.setWidget(self.flag_widget)
        self.flag_widget.itemChanged.connect(self.setDirty)

        self.labelList.itemActivated.connect(self.labelSelectionChanged)
        self.labelList.itemSelectionChanged.connect(self.labelSelectionChanged)
        self.labelList.itemDoubleClicked.connect(self.editLabel)
        # Connect to itemChanged to detect checkbox changes.
        self.labelList.itemChanged.connect(self.labelItemChanged)
        self.labelList.setDragDropMode(
            QtWidgets.QAbstractItemView.InternalMove)
        self.labelList.setParent(self)
        self.dock = QtWidgets.QDockWidget('Polygon Labels', self)
        self.dock.setObjectName('Labels')
        self.dock.setWidget(self.labelList)

        self.uniqLabelList = EscapableQListWidget()
        self.uniqLabelList.setToolTip(
            "Select label to start annotating for it. "
            "Press 'Esc' to deselect.")
        if self._config['labels']:
            self.uniqLabelList.addItems(self._config['labels'])
            self.uniqLabelList.sortItems()
        self.labelsdock = QtWidgets.QDockWidget(u'Label List', self)
        self.labelsdock.setObjectName(u'Label List')
        self.labelsdock.setWidget(self.uniqLabelList)

        self.fileListWidget = QtWidgets.QListWidget()
        self.fileListWidget.itemSelectionChanged.connect(
            self.fileSelectionChanged
        )
        self.filedock = QtWidgets.QDockWidget(u'File List', self)
        self.filedock.setObjectName(u'Files')
        self.filedock.setWidget(self.fileListWidget)

        self.zoomWidget = ZoomWidget()
        self.colorDialog = ColorDialog(parent=self)

        self.canvas = self.labelList.canvas = Canvas(
            epsilon=self._config['epsilon'],
        )
        self.canvas.zoomRequest.connect(self.zoomRequest)

        scrollArea = QtWidgets.QScrollArea()
        scrollArea.setWidget(self.canvas)
        scrollArea.setWidgetResizable(True)
        self.scrollBars = {
            Qt.Vertical: scrollArea.verticalScrollBar(),
            Qt.Horizontal: scrollArea.horizontalScrollBar(),
        }
        self.canvas.scrollRequest.connect(self.scrollRequest)

        self.canvas.newShape.connect(self.newShape)
        self.canvas.shapeMoved.connect(self.setDirty)
        self.canvas.selectionChanged.connect(self.shapeSelectionChanged)
        self.canvas.drawingPolygon.connect(self.toggleDrawingSensitive)

        self.setCentralWidget(scrollArea)

        self.addDockWidget(Qt.RightDockWidgetArea, self.flag_dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.labelsdock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.filedock)

        # Actions
        action = functools.partial(newAction, self)
        shortcuts = self._config['shortcuts']
        quit = action('&Quit', self.close, shortcuts['quit'], 'quit',
                      'Quit application')
        open_ = action('&Open', self.openFile, shortcuts['open'], 'open',
                       'Open image or label file')
        opendir = action('&Open Dir', self.openDirDialog,
                         shortcuts['open_dir'], 'open', u'Open Dir')
        openNextImg = action('&Next Image', self.openNextImg,
                             shortcuts['open_next'], 'next', u'Open Next')

        openPrevImg = action('&Prev Image', self.openPrevImg,
                             shortcuts['open_prev'], 'prev', u'Open Prev')
        save = action('&Save', self.saveFile, shortcuts['save'], 'save',
                      'Save labels to file', enabled=False)
        saveAs = action('&Save As', self.saveFileAs, shortcuts['save_as'],
                        'save-as', 'Save labels to a different file',
                        enabled=False)
        close = action('&Close', self.closeFile, shortcuts['close'], 'close',
                       'Close current file')
        color1 = action('Polygon &Line Color', self.chooseColor1,
                        shortcuts['edit_line_color'], 'color_line',
                        'Choose polygon line color')
        color2 = action('Polygon &Fill Color', self.chooseColor2,
                        shortcuts['edit_fill_color'], 'color',
                        'Choose polygon fill color')

        createMode = action(
            'Create Polygons',
            lambda: self.toggleDrawMode(False, createMode='polygon'),
            shortcuts['create_polygon'],
            'objects',
            'Start drawing polygons',
            enabled=True,
        )
        createRectangleMode = action(
            'Create Rectangle',
            lambda: self.toggleDrawMode(False, createMode='rectangle'),
            shortcuts['create_rectangle'],
            'objects',
            'Start drawing rectangles',
            enabled=True,
        )
        createLineMode = action(
            'Create Line',
            lambda: self.toggleDrawMode(False, createMode='line'),
            shortcuts['create_line'],
            'objects',
            'Start drawing lines',
            enabled=True,
        )
        createPointMode = action(
            'Create Point',
            lambda: self.toggleDrawMode(False, createMode='point'),
            shortcuts['create_point'],
            'objects',
            'Start drawing points',
            enabled=True,
        )
        editMode = action('Edit Polygons', self.setEditMode,
                          shortcuts['edit_polygon'], 'edit',
                          'Move and edit polygons', enabled=True)

        delete = action('Delete Polygon', self.deleteSelectedShape,
                        shortcuts['delete_polygon'], 'cancel',
                        'Delete', enabled=False)
        copy = action('Duplicate Polygon', self.copySelectedShape,
                      shortcuts['duplicate_polygon'], 'copy',
                      'Create a duplicate of the selected polygon',
                      enabled=False)
        undoLastPoint = action('Undo last point', self.canvas.undoLastPoint,
                               shortcuts['undo_last_point'], 'undo',
                               'Undo last drawn point', enabled=False)
        addPoint = action('Add Point to Edge', self.canvas.addPointToEdge,
                          None, 'edit', 'Add point to the nearest edge',
                          enabled=False)

        undo = action('Undo', self.undoShapeEdit, shortcuts['undo'], 'undo',
                      'Undo last add and edit of shape', enabled=False)

        hideAll = action('&Hide\nPolygons',
                         functools.partial(self.togglePolygons, False),
                         icon='eye', tip='Hide all polygons', enabled=False)
        showAll = action('&Show\nPolygons',
                         functools.partial(self.togglePolygons, True),
                         icon='eye', tip='Show all polygons', enabled=False)

        help = action('&Tutorial', self.tutorial, icon='help',
                      tip='Show tutorial page')

        zoom = QtWidgets.QWidgetAction(self)
        zoom.setDefaultWidget(self.zoomWidget)
        self.zoomWidget.setWhatsThis(
            "Zoom in or out of the image. Also accessible with"
            " %s and %s from the canvas." %
            (fmtShortcut('%s,%s' % (shortcuts['zoom_in'],
                                    shortcuts['zoom_out'])),
             fmtShortcut("Ctrl+Wheel")))
        self.zoomWidget.setEnabled(False)

        zoomIn = action('Zoom &In', functools.partial(self.addZoom, 10),
                        shortcuts['zoom_in'], 'zoom-in',
                        'Increase zoom level', enabled=False)
        zoomOut = action('&Zoom Out', functools.partial(self.addZoom, -10),
                         shortcuts['zoom_out'], 'zoom-out',
                         'Decrease zoom level', enabled=False)
        zoomOrg = action('&Original size',
                         functools.partial(self.setZoom, 100),
                         shortcuts['zoom_to_original'], 'zoom',
                         'Zoom to original size', enabled=False)
        fitWindow = action('&Fit Window', self.setFitWindow,
                           shortcuts['fit_window'], 'fit-window',
                           'Zoom follows window size', checkable=True,
                           enabled=False)
        fitWidth = action('Fit &Width', self.setFitWidth,
                          shortcuts['fit_width'], 'fit-width',
                          'Zoom follows window width',
                          checkable=True, enabled=False)
        # Group zoom controls into a list for easier toggling.
        zoomActions = (self.zoomWidget, zoomIn, zoomOut, zoomOrg,
                       fitWindow, fitWidth)
        self.zoomMode = self.MANUAL_ZOOM
        self.scalers = {
            self.FIT_WINDOW: self.scaleFitWindow,
            self.FIT_WIDTH: self.scaleFitWidth,
            # Set to one to scale to 100% when loading files.
            self.MANUAL_ZOOM: lambda: 1,
        }

        edit = action('&Edit Label', self.editLabel, shortcuts['edit_label'],
                      'edit', 'Modify the label of the selected polygon',
                      enabled=False)

        shapeLineColor = action(
            'Shape &Line Color', self.chshapeLineColor, icon='color-line',
            tip='Change the line color for this specific shape', enabled=False)
        shapeFillColor = action(
            'Shape &Fill Color', self.chshapeFillColor, icon='color',
            tip='Change the fill color for this specific shape', enabled=False)

        labels = self.dock.toggleViewAction()
        labels.setText('Show/Hide Label Panel')

        # Lavel list context menu.
        labelMenu = QtWidgets.QMenu()
        addActions(labelMenu, (edit, delete))
        self.labelList.setContextMenuPolicy(Qt.CustomContextMenu)
        self.labelList.customContextMenuRequested.connect(
            self.popLabelListMenu)

        # Store actions for further handling.
        self.actions = struct(
            save=save, saveAs=saveAs, open=open_, close=close,
            lineColor=color1, fillColor=color2,
            delete=delete, edit=edit, copy=copy,
            undoLastPoint=undoLastPoint, undo=undo,
            addPoint=addPoint,
            createMode=createMode, editMode=editMode,
            createRectangleMode=createRectangleMode,
            createLineMode=createLineMode,
            createPointMode=createPointMode,
            shapeLineColor=shapeLineColor, shapeFillColor=shapeFillColor,
            zoom=zoom, zoomIn=zoomIn, zoomOut=zoomOut, zoomOrg=zoomOrg,
            fitWindow=fitWindow, fitWidth=fitWidth,
            zoomActions=zoomActions,
            fileMenuActions=(open_, opendir, save, saveAs, close, quit),
            tool=(),
            editMenu=(edit, copy, delete, None, undo, undoLastPoint,
                      None, color1, color2),
            # menu shown at right click
            menu=(
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
                edit,
                copy,
                delete,
                shapeLineColor,
                shapeFillColor,
                undo,
                undoLastPoint,
                addPoint,
            ),
            onLoadActive=(
                close,
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
            ),
            onShapesPresent=(saveAs, hideAll, showAll),
        )

        self.canvas.edgeSelected.connect(self.actions.addPoint.setEnabled)

        self.menus = struct(
            file=self.menu('&File'),
            edit=self.menu('&Edit'),
            view=self.menu('&View'),
            help=self.menu('&Help'),
            recentFiles=QtWidgets.QMenu('Open &Recent'),
            labelList=labelMenu,
        )

        addActions(self.menus.file, (open_, openNextImg, openPrevImg, opendir,
                                     self.menus.recentFiles,
                                     save, saveAs, close, None, quit))
        addActions(self.menus.help, (help,))
        addActions(self.menus.view, (
            labels, None,
            hideAll, showAll, None,
            zoomIn, zoomOut, zoomOrg, None,
            fitWindow, fitWidth))

        self.menus.file.aboutToShow.connect(self.updateFileMenu)

        # Custom context menu for the canvas widget:
        addActions(self.canvas.menus[0], self.actions.menu)
        addActions(self.canvas.menus[1], (
            action('&Copy here', self.copyShape),
            action('&Move here', self.moveShape)))

        self.tools = self.toolbar('Tools')
        # Menu buttons on Left
        self.actions.tool = (
            open_,
            opendir,
            openNextImg,
            openPrevImg,
            save,
            None,
            createMode,
            editMode,
            copy,
            delete,
            undo,
            None,
            zoomIn,
            zoom,
            zoomOut,
            fitWindow,
            fitWidth,
        )

        self.statusBar().showMessage('%s started.' % __appname__)
        self.statusBar().show()

        # Application state.
        self.image = QtGui.QImage()
        self.imagePath = None
        if self._config['auto_save'] and output is not None:
            warnings.warn('If `auto_save` argument is True, `output` argument '
                          'is ignored and output filename is automatically '
                          'set as IMAGE_BASENAME.json.')
        self.labeling_once = output is not None
        self.output = output
        self.recentFiles = []
        self.maxRecent = 7
        self.lineColor = None
        self.fillColor = None
        self.otherData = None
        self.zoom_level = 100
        self.fit_window = False

        if filename is not None and os.path.isdir(filename):
            self.importDirImages(filename, load=False)
        else:
            self.filename = filename

        # XXX: Could be completely declarative.
        # Restore application settings.
        self.settings = QtCore.QSettings('labelme', 'labelme')
        # FIXME: QSettings.value can return None on PyQt4
        self.recentFiles = self.settings.value('recentFiles', []) or []
        size = self.settings.value('window/size', QtCore.QSize(600, 500))
        position = self.settings.value('window/position', QtCore.QPoint(0, 0))
        self.resize(size)
        self.move(position)
        # or simply:
        # self.restoreGeometry(settings['window/geometry']
        self.restoreState(
            self.settings.value('window/state', QtCore.QByteArray()))
        self.lineColor = QtGui.QColor(
            self.settings.value('line/color', Shape.line_color))
        self.fillColor = QtGui.QColor(
            self.settings.value('fill/color', Shape.fill_color))
        Shape.line_color = self.lineColor
        Shape.fill_color = self.fillColor

        # Populate the File menu dynamically.
        self.updateFileMenu()
        # Since loading the file may take some time,
        # make sure it runs in the background.
        if self.filename is not None:
            self.queueEvent(functools.partial(self.loadFile, self.filename))

        # Callbacks:
        self.zoomWidget.valueChanged.connect(self.paintCanvas)

        self.populateModeActions()
Example #10
0
class MainWindow(QtWidgets.QMainWindow, WindowMixin):
    FIT_WINDOW, FIT_WIDTH, MANUAL_ZOOM = 0, 1, 2

    def __init__(self, config=None, filename=None, output=None):
        # see labelme/config/default_config.yaml for valid configuration
        if config is None:
            config = get_config()
        self._config = config

        super(MainWindow, self).__init__()
        self.setWindowTitle(__appname__)

        # Whether we need to save or not.
        self.dirty = False

        self._noSelectionSlot = False

        # Main widgets and related state.
        self.labelDialog = LabelDialog(
            parent=self,
            labels=self._config['labels'],
            sort_labels=self._config['sort_labels'],
            show_text_field=self._config['show_label_text_field'],
        )

        self.labelList = LabelQListWidget()
        self.lastOpenDir = None

        self.flag_dock = self.flag_widget = None
        self.flag_dock = QtWidgets.QDockWidget('Flags', self)
        self.flag_dock.setObjectName('Flags')
        self.flag_widget = QtWidgets.QListWidget()
        if config['flags']:
            self.loadFlags({k: False for k in config['flags']})
        self.flag_dock.setWidget(self.flag_widget)
        self.flag_widget.itemChanged.connect(self.setDirty)

        self.labelList.itemActivated.connect(self.labelSelectionChanged)
        self.labelList.itemSelectionChanged.connect(self.labelSelectionChanged)
        self.labelList.itemDoubleClicked.connect(self.editLabel)
        # Connect to itemChanged to detect checkbox changes.
        self.labelList.itemChanged.connect(self.labelItemChanged)
        self.labelList.setDragDropMode(
            QtWidgets.QAbstractItemView.InternalMove)
        self.labelList.setParent(self)
        self.dock = QtWidgets.QDockWidget('Polygon Labels', self)
        self.dock.setObjectName('Labels')
        self.dock.setWidget(self.labelList)

        self.uniqLabelList = EscapableQListWidget()
        self.uniqLabelList.setToolTip(
            "Select label to start annotating for it. "
            "Press 'Esc' to deselect.")
        if self._config['labels']:
            self.uniqLabelList.addItems(self._config['labels'])
            self.uniqLabelList.sortItems()
        self.labelsdock = QtWidgets.QDockWidget(u'Label List', self)
        self.labelsdock.setObjectName(u'Label List')
        self.labelsdock.setWidget(self.uniqLabelList)

        self.fileListWidget = QtWidgets.QListWidget()
        self.fileListWidget.itemSelectionChanged.connect(
            self.fileSelectionChanged
        )
        self.filedock = QtWidgets.QDockWidget(u'File List', self)
        self.filedock.setObjectName(u'Files')
        self.filedock.setWidget(self.fileListWidget)

        self.zoomWidget = ZoomWidget()
        self.colorDialog = ColorDialog(parent=self)

        self.canvas = self.labelList.canvas = Canvas(
            epsilon=self._config['epsilon'],
        )
        self.canvas.zoomRequest.connect(self.zoomRequest)

        scrollArea = QtWidgets.QScrollArea()
        scrollArea.setWidget(self.canvas)
        scrollArea.setWidgetResizable(True)
        self.scrollBars = {
            Qt.Vertical: scrollArea.verticalScrollBar(),
            Qt.Horizontal: scrollArea.horizontalScrollBar(),
        }
        self.canvas.scrollRequest.connect(self.scrollRequest)

        self.canvas.newShape.connect(self.newShape)
        self.canvas.shapeMoved.connect(self.setDirty)
        self.canvas.selectionChanged.connect(self.shapeSelectionChanged)
        self.canvas.drawingPolygon.connect(self.toggleDrawingSensitive)

        self.setCentralWidget(scrollArea)

        self.addDockWidget(Qt.RightDockWidgetArea, self.flag_dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.labelsdock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.dock)
        self.addDockWidget(Qt.RightDockWidgetArea, self.filedock)

        # Actions
        action = functools.partial(newAction, self)
        shortcuts = self._config['shortcuts']
        quit = action('&Quit', self.close, shortcuts['quit'], 'quit',
                      'Quit application')
        open_ = action('&Open', self.openFile, shortcuts['open'], 'open',
                       'Open image or label file')
        opendir = action('&Open Dir', self.openDirDialog,
                         shortcuts['open_dir'], 'open', u'Open Dir')
        openNextImg = action('&Next Image', self.openNextImg,
                             shortcuts['open_next'], 'next', u'Open Next')

        openPrevImg = action('&Prev Image', self.openPrevImg,
                             shortcuts['open_prev'], 'prev', u'Open Prev')
        save = action('&Save', self.saveFile, shortcuts['save'], 'save',
                      'Save labels to file', enabled=False)
        saveAs = action('&Save As', self.saveFileAs, shortcuts['save_as'],
                        'save-as', 'Save labels to a different file',
                        enabled=False)
        close = action('&Close', self.closeFile, shortcuts['close'], 'close',
                       'Close current file')
        color1 = action('Polygon &Line Color', self.chooseColor1,
                        shortcuts['edit_line_color'], 'color_line',
                        'Choose polygon line color')
        color2 = action('Polygon &Fill Color', self.chooseColor2,
                        shortcuts['edit_fill_color'], 'color',
                        'Choose polygon fill color')

        createMode = action(
            'Create Polygons',
            lambda: self.toggleDrawMode(False, createMode='polygon'),
            shortcuts['create_polygon'],
            'objects',
            'Start drawing polygons',
            enabled=True,
        )
        createRectangleMode = action(
            'Create Rectangle',
            lambda: self.toggleDrawMode(False, createMode='rectangle'),
            shortcuts['create_rectangle'],
            'objects',
            'Start drawing rectangles',
            enabled=True,
        )
        createLineMode = action(
            'Create Line',
            lambda: self.toggleDrawMode(False, createMode='line'),
            shortcuts['create_line'],
            'objects',
            'Start drawing lines',
            enabled=True,
        )
        createPointMode = action(
            'Create Point',
            lambda: self.toggleDrawMode(False, createMode='point'),
            shortcuts['create_point'],
            'objects',
            'Start drawing points',
            enabled=True,
        )
        editMode = action('Edit Polygons', self.setEditMode,
                          shortcuts['edit_polygon'], 'edit',
                          'Move and edit polygons', enabled=True)

        delete = action('Delete Polygon', self.deleteSelectedShape,
                        shortcuts['delete_polygon'], 'cancel',
                        'Delete', enabled=False)
        copy = action('Duplicate Polygon', self.copySelectedShape,
                      shortcuts['duplicate_polygon'], 'copy',
                      'Create a duplicate of the selected polygon',
                      enabled=False)
        undoLastPoint = action('Undo last point', self.canvas.undoLastPoint,
                               shortcuts['undo_last_point'], 'undo',
                               'Undo last drawn point', enabled=False)
        addPoint = action('Add Point to Edge', self.canvas.addPointToEdge,
                          None, 'edit', 'Add point to the nearest edge',
                          enabled=False)

        undo = action('Undo', self.undoShapeEdit, shortcuts['undo'], 'undo',
                      'Undo last add and edit of shape', enabled=False)

        hideAll = action('&Hide\nPolygons',
                         functools.partial(self.togglePolygons, False),
                         icon='eye', tip='Hide all polygons', enabled=False)
        showAll = action('&Show\nPolygons',
                         functools.partial(self.togglePolygons, True),
                         icon='eye', tip='Show all polygons', enabled=False)

        help = action('&Tutorial', self.tutorial, icon='help',
                      tip='Show tutorial page')

        zoom = QtWidgets.QWidgetAction(self)
        zoom.setDefaultWidget(self.zoomWidget)
        self.zoomWidget.setWhatsThis(
            "Zoom in or out of the image. Also accessible with"
            " %s and %s from the canvas." %
            (fmtShortcut('%s,%s' % (shortcuts['zoom_in'],
                                    shortcuts['zoom_out'])),
             fmtShortcut("Ctrl+Wheel")))
        self.zoomWidget.setEnabled(False)

        zoomIn = action('Zoom &In', functools.partial(self.addZoom, 10),
                        shortcuts['zoom_in'], 'zoom-in',
                        'Increase zoom level', enabled=False)
        zoomOut = action('&Zoom Out', functools.partial(self.addZoom, -10),
                         shortcuts['zoom_out'], 'zoom-out',
                         'Decrease zoom level', enabled=False)
        zoomOrg = action('&Original size',
                         functools.partial(self.setZoom, 100),
                         shortcuts['zoom_to_original'], 'zoom',
                         'Zoom to original size', enabled=False)
        fitWindow = action('&Fit Window', self.setFitWindow,
                           shortcuts['fit_window'], 'fit-window',
                           'Zoom follows window size', checkable=True,
                           enabled=False)
        fitWidth = action('Fit &Width', self.setFitWidth,
                          shortcuts['fit_width'], 'fit-width',
                          'Zoom follows window width',
                          checkable=True, enabled=False)
        # Group zoom controls into a list for easier toggling.
        zoomActions = (self.zoomWidget, zoomIn, zoomOut, zoomOrg,
                       fitWindow, fitWidth)
        self.zoomMode = self.MANUAL_ZOOM
        self.scalers = {
            self.FIT_WINDOW: self.scaleFitWindow,
            self.FIT_WIDTH: self.scaleFitWidth,
            # Set to one to scale to 100% when loading files.
            self.MANUAL_ZOOM: lambda: 1,
        }

        edit = action('&Edit Label', self.editLabel, shortcuts['edit_label'],
                      'edit', 'Modify the label of the selected polygon',
                      enabled=False)

        shapeLineColor = action(
            'Shape &Line Color', self.chshapeLineColor, icon='color-line',
            tip='Change the line color for this specific shape', enabled=False)
        shapeFillColor = action(
            'Shape &Fill Color', self.chshapeFillColor, icon='color',
            tip='Change the fill color for this specific shape', enabled=False)

        labels = self.dock.toggleViewAction()
        labels.setText('Show/Hide Label Panel')

        # Lavel list context menu.
        labelMenu = QtWidgets.QMenu()
        addActions(labelMenu, (edit, delete))
        self.labelList.setContextMenuPolicy(Qt.CustomContextMenu)
        self.labelList.customContextMenuRequested.connect(
            self.popLabelListMenu)

        # Store actions for further handling.
        self.actions = struct(
            save=save, saveAs=saveAs, open=open_, close=close,
            lineColor=color1, fillColor=color2,
            delete=delete, edit=edit, copy=copy,
            undoLastPoint=undoLastPoint, undo=undo,
            addPoint=addPoint,
            createMode=createMode, editMode=editMode,
            createRectangleMode=createRectangleMode,
            createLineMode=createLineMode,
            createPointMode=createPointMode,
            shapeLineColor=shapeLineColor, shapeFillColor=shapeFillColor,
            zoom=zoom, zoomIn=zoomIn, zoomOut=zoomOut, zoomOrg=zoomOrg,
            fitWindow=fitWindow, fitWidth=fitWidth,
            zoomActions=zoomActions,
            fileMenuActions=(open_, opendir, save, saveAs, close, quit),
            tool=(),
            editMenu=(edit, copy, delete, None, undo, undoLastPoint,
                      None, color1, color2),
            # menu shown at right click
            menu=(
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
                edit,
                copy,
                delete,
                shapeLineColor,
                shapeFillColor,
                undo,
                undoLastPoint,
                addPoint,
            ),
            onLoadActive=(
                close,
                createMode,
                createRectangleMode,
                createLineMode,
                createPointMode,
                editMode,
            ),
            onShapesPresent=(saveAs, hideAll, showAll),
        )

        self.canvas.edgeSelected.connect(self.actions.addPoint.setEnabled)

        self.menus = struct(
            file=self.menu('&File'),
            edit=self.menu('&Edit'),
            view=self.menu('&View'),
            help=self.menu('&Help'),
            recentFiles=QtWidgets.QMenu('Open &Recent'),
            labelList=labelMenu,
        )

        addActions(self.menus.file, (open_, openNextImg, openPrevImg, opendir,
                                     self.menus.recentFiles,
                                     save, saveAs, close, None, quit))
        addActions(self.menus.help, (help,))
        addActions(self.menus.view, (
            labels, None,
            hideAll, showAll, None,
            zoomIn, zoomOut, zoomOrg, None,
            fitWindow, fitWidth))

        self.menus.file.aboutToShow.connect(self.updateFileMenu)

        # Custom context menu for the canvas widget:
        addActions(self.canvas.menus[0], self.actions.menu)
        addActions(self.canvas.menus[1], (
            action('&Copy here', self.copyShape),
            action('&Move here', self.moveShape)))

        self.tools = self.toolbar('Tools')
        # Menu buttons on Left
        self.actions.tool = (
            open_,
            opendir,
            openNextImg,
            openPrevImg,
            save,
            None,
            createMode,
            editMode,
            copy,
            delete,
            undo,
            None,
            zoomIn,
            zoom,
            zoomOut,
            fitWindow,
            fitWidth,
        )

        self.statusBar().showMessage('%s started.' % __appname__)
        self.statusBar().show()

        # Application state.
        self.image = QtGui.QImage()
        self.imagePath = None
        if self._config['auto_save'] and output is not None:
            warnings.warn('If `auto_save` argument is True, `output` argument '
                          'is ignored and output filename is automatically '
                          'set as IMAGE_BASENAME.json.')
        self.labeling_once = output is not None
        self.output = output
        self.recentFiles = []
        self.maxRecent = 7
        self.lineColor = None
        self.fillColor = None
        self.otherData = None
        self.zoom_level = 100
        self.fit_window = False

        if filename is not None and os.path.isdir(filename):
            self.importDirImages(filename, load=False)
        else:
            self.filename = filename

        # XXX: Could be completely declarative.
        # Restore application settings.
        self.settings = QtCore.QSettings('labelme', 'labelme')
        # FIXME: QSettings.value can return None on PyQt4
        self.recentFiles = self.settings.value('recentFiles', []) or []
        size = self.settings.value('window/size', QtCore.QSize(600, 500))
        position = self.settings.value('window/position', QtCore.QPoint(0, 0))
        self.resize(size)
        self.move(position)
        # or simply:
        # self.restoreGeometry(settings['window/geometry']
        self.restoreState(
            self.settings.value('window/state', QtCore.QByteArray()))
        self.lineColor = QtGui.QColor(
            self.settings.value('line/color', Shape.line_color))
        self.fillColor = QtGui.QColor(
            self.settings.value('fill/color', Shape.fill_color))
        Shape.line_color = self.lineColor
        Shape.fill_color = self.fillColor

        # Populate the File menu dynamically.
        self.updateFileMenu()
        # Since loading the file may take some time,
        # make sure it runs in the background.
        if self.filename is not None:
            self.queueEvent(functools.partial(self.loadFile, self.filename))

        # Callbacks:
        self.zoomWidget.valueChanged.connect(self.paintCanvas)

        self.populateModeActions()

        # self.firstStart = True
        # if self.firstStart:
        #    QWhatsThis.enterWhatsThisMode()

    # Support Functions

    def noShapes(self):
        return not self.labelList.itemsToShapes

    def populateModeActions(self):
        tool, menu = self.actions.tool, self.actions.menu
        self.tools.clear()
        addActions(self.tools, tool)
        self.canvas.menus[0].clear()
        addActions(self.canvas.menus[0], menu)
        self.menus.edit.clear()
        actions = (
            self.actions.createMode,
            self.actions.createRectangleMode,
            self.actions.createLineMode,
            self.actions.createPointMode,
            self.actions.editMode,
        )
        addActions(self.menus.edit, actions + self.actions.editMenu)

    def setDirty(self):
        if self._config['auto_save']:
            label_file = os.path.splitext(self.imagePath)[0] + '.json'
            self.saveLabels(label_file)
            return
        self.dirty = True
        self.actions.save.setEnabled(True)
        self.actions.undo.setEnabled(self.canvas.isShapeRestorable)
        title = __appname__
        if self.filename is not None:
            title = '{} - {}*'.format(title, self.filename)
        self.setWindowTitle(title)

    def setClean(self):
        self.dirty = False
        self.actions.save.setEnabled(False)
        self.actions.createMode.setEnabled(True)
        self.actions.createRectangleMode.setEnabled(True)
        self.actions.createLineMode.setEnabled(True)
        self.actions.createPointMode.setEnabled(True)
        title = __appname__
        if self.filename is not None:
            title = '{} - {}'.format(title, self.filename)
        self.setWindowTitle(title)

    def toggleActions(self, value=True):
        """Enable/Disable widgets which depend on an opened image."""
        for z in self.actions.zoomActions:
            z.setEnabled(value)
        for action in self.actions.onLoadActive:
            action.setEnabled(value)

    def queueEvent(self, function):
        QtCore.QTimer.singleShot(0, function)

    def status(self, message, delay=5000):
        self.statusBar().showMessage(message, delay)

    def resetState(self):
        self.labelList.clear()
        self.filename = None
        self.imagePath = None
        self.imageData = None
        self.labelFile = None
        self.otherData = None
        self.canvas.resetState()

    def currentItem(self):
        items = self.labelList.selectedItems()
        if items:
            return items[0]
        return None

    def addRecentFile(self, filename):
        if filename in self.recentFiles:
            self.recentFiles.remove(filename)
        elif len(self.recentFiles) >= self.maxRecent:
            self.recentFiles.pop()
        self.recentFiles.insert(0, filename)

    # Callbacks

    def undoShapeEdit(self):
        self.canvas.restoreShape()
        self.labelList.clear()
        self.loadShapes(self.canvas.shapes)
        self.actions.undo.setEnabled(self.canvas.isShapeRestorable)

    def tutorial(self):
        url = 'https://github.com/wkentaro/labelme/tree/master/examples/tutorial'  # NOQA
        webbrowser.open(url)

    def toggleAddPointEnabled(self, enabled):
        self.actions.addPoint.setEnabled(enabled)

    def toggleDrawingSensitive(self, drawing=True):
        """Toggle drawing sensitive.

        In the middle of drawing, toggling between modes should be disabled.
        """
        self.actions.editMode.setEnabled(not drawing)
        self.actions.undoLastPoint.setEnabled(drawing)
        self.actions.undo.setEnabled(not drawing)

    def toggleDrawMode(self, edit=True, createMode='polygon'):
        self.canvas.setEditing(edit)
        self.canvas.createMode = createMode
        if edit:
            self.actions.createMode.setEnabled(True)
            self.actions.createRectangleMode.setEnabled(True)
            self.actions.createLineMode.setEnabled(True)
            self.actions.createPointMode.setEnabled(True)
        else:
            if createMode == 'polygon':
                self.actions.createMode.setEnabled(False)
                self.actions.createRectangleMode.setEnabled(True)
                self.actions.createLineMode.setEnabled(True)
                self.actions.createPointMode.setEnabled(True)
            elif createMode == 'rectangle':
                self.actions.createMode.setEnabled(True)
                self.actions.createRectangleMode.setEnabled(False)
                self.actions.createLineMode.setEnabled(True)
                self.actions.createPointMode.setEnabled(True)
            elif createMode == 'line':
                self.actions.createMode.setEnabled(True)
                self.actions.createRectangleMode.setEnabled(True)
                self.actions.createLineMode.setEnabled(False)
                self.actions.createPointMode.setEnabled(True)
            elif createMode == 'point':
                self.actions.createMode.setEnabled(True)
                self.actions.createRectangleMode.setEnabled(True)
                self.actions.createLineMode.setEnabled(True)
                self.actions.createPointMode.setEnabled(False)
            else:
                raise ValueError('Unsupported createMode: %s' % createMode)
        self.actions.editMode.setEnabled(not edit)

    def setEditMode(self):
        self.toggleDrawMode(True)

    def updateFileMenu(self):
        current = self.filename

        def exists(filename):
            return os.path.exists(str(filename))

        menu = self.menus.recentFiles
        menu.clear()
        files = [f for f in self.recentFiles if f != current and exists(f)]
        for i, f in enumerate(files):
            icon = newIcon('labels')
            action = QtWidgets.QAction(
                icon, '&%d %s' % (i + 1, QtCore.QFileInfo(f).fileName()), self)
            action.triggered.connect(functools.partial(self.loadRecent, f))
            menu.addAction(action)

    def popLabelListMenu(self, point):
        self.menus.labelList.exec_(self.labelList.mapToGlobal(point))

    def validateLabel(self, label):
        # no validation
        if self._config['validate_label'] is None:
            return True

        for i in range(self.uniqLabelList.count()):
            label_i = self.uniqLabelList.item(i).text()
            if self._config['validate_label'] in ['exact', 'instance']:
                if label_i == label:
                    return True
            if self._config['validate_label'] == 'instance':
                m = re.match(r'^{}-[0-9]*$'.format(label_i), label)
                if m:
                    return True
        return False

    def editLabel(self, item=None):
        if not self.canvas.editing():
            return
        item = item if item else self.currentItem()
        text = self.labelDialog.popUp(item.text())
        if text is None:
            return
        if not self.validateLabel(text):
            self.errorMessage('Invalid label',
                              "Invalid label '{}' with validation type '{}'"
                              .format(text, self._config['validate_label']))
            return
        item.setText(text)
        self.setDirty()
        if not self.uniqLabelList.findItems(text, Qt.MatchExactly):
            self.uniqLabelList.addItem(text)
            self.uniqLabelList.sortItems()

    def fileSelectionChanged(self):
        items = self.fileListWidget.selectedItems()
        if not items:
            return
        item = items[0]

        if not self.mayContinue():
            return

        currIndex = self.imageList.index(str(item.text()))
        if currIndex < len(self.imageList):
            filename = self.imageList[currIndex]
            if filename:
                self.loadFile(filename)

    # React to canvas signals.
    def shapeSelectionChanged(self, selected=False):
        if self._noSelectionSlot:
            self._noSelectionSlot = False
        else:
            shape = self.canvas.selectedShape
            if shape:
                item = self.labelList.get_item_from_shape(shape)
                item.setSelected(True)
            else:
                self.labelList.clearSelection()
        self.actions.delete.setEnabled(selected)
        self.actions.copy.setEnabled(selected)
        self.actions.edit.setEnabled(selected)
        self.actions.shapeLineColor.setEnabled(selected)
        self.actions.shapeFillColor.setEnabled(selected)

    def addLabel(self, shape):
        item = QtWidgets.QListWidgetItem(shape.label)
        item.setFlags(item.flags() | Qt.ItemIsUserCheckable)
        item.setCheckState(Qt.Checked)
        self.labelList.itemsToShapes.append((item, shape))
        self.labelList.addItem(item)
        if not self.uniqLabelList.findItems(shape.label, Qt.MatchExactly):
            self.uniqLabelList.addItem(shape.label)
            self.uniqLabelList.sortItems()
        self.labelDialog.addLabelHistory(item.text())
        for action in self.actions.onShapesPresent:
            action.setEnabled(True)

    def remLabel(self, shape):
        item = self.labelList.get_item_from_shape(shape)
        self.labelList.takeItem(self.labelList.row(item))

    def loadShapes(self, shapes):
        for shape in shapes:
            self.addLabel(shape)
        self.canvas.loadShapes(shapes)

    def loadLabels(self, shapes):
        s = []
        for label, points, line_color, fill_color in shapes:
            shape = Shape(label=label)
            for x, y in points:
                shape.addPoint(QtCore.QPoint(x, y))
            shape.close()
            s.append(shape)
            if line_color:
                shape.line_color = QtGui.QColor(*line_color)
            if fill_color:
                shape.fill_color = QtGui.QColor(*fill_color)
        self.loadShapes(s)

    def loadFlags(self, flags):
        self.flag_widget.clear()
        for key, flag in flags.items():
            item = QtWidgets.QListWidgetItem(key)
            item.setFlags(item.flags() | Qt.ItemIsUserCheckable)
            item.setCheckState(Qt.Checked if flag else Qt.Unchecked)
            self.flag_widget.addItem(item)

    def saveLabels(self, filename):
        lf = LabelFile()

        def format_shape(s):
            return dict(label=str(s.label),
                        line_color=s.line_color.getRgb()
                        if s.line_color != self.lineColor else None,
                        fill_color=s.fill_color.getRgb()
                        if s.fill_color != self.fillColor else None,
                        points=[(p.x(), p.y()) for p in s.points])

        shapes = [format_shape(shape) for shape in self.labelList.shapes]
        flags = {}
        for i in range(self.flag_widget.count()):
            item = self.flag_widget.item(i)
            key = item.text()
            flag = item.checkState() == Qt.Checked
            flags[key] = flag
        try:
            imagePath = os.path.relpath(
                self.imagePath, os.path.dirname(filename))
            imageData = self.imageData if self._config['store_data'] else None
            lf.save(
                filename=filename,
                shapes=shapes,
                imagePath=imagePath,
                imageData=imageData,
                lineColor=self.lineColor.getRgb(),
                fillColor=self.fillColor.getRgb(),
                otherData=self.otherData,
                flags=flags,
            )
            self.labelFile = lf
            # disable allows next and previous image to proceed
            # self.filename = filename
            return True
        except LabelFileError as e:
            self.errorMessage('Error saving label data', '<b>%s</b>' % e)
            return False

    def copySelectedShape(self):
        self.addLabel(self.canvas.copySelectedShape())
        # fix copy and delete
        self.shapeSelectionChanged(True)

    def labelSelectionChanged(self):
        item = self.currentItem()
        if item and self.canvas.editing():
            self._noSelectionSlot = True
            shape = self.labelList.get_shape_from_item(item)
            self.canvas.selectShape(shape)

    def labelItemChanged(self, item):
        shape = self.labelList.get_shape_from_item(item)
        label = str(item.text())
        if label != shape.label:
            shape.label = str(item.text())
            self.setDirty()
        else:  # User probably changed item visibility
            self.canvas.setShapeVisible(shape, item.checkState() == Qt.Checked)

    # Callback functions:

    def newShape(self):
        """Pop-up and give focus to the label editor.

        position MUST be in global coordinates.
        """
        items = self.uniqLabelList.selectedItems()
        text = None
        if items:
            text = items[0].text()
        text = self.labelDialog.popUp(text)
        if text is not None and not self.validateLabel(text):
            self.errorMessage('Invalid label',
                              "Invalid label '{}' with validation type '{}'"
                              .format(text, self._config['validate_label']))
            text = None
        if text is None:
            self.canvas.undoLastLine()
            self.canvas.shapesBackups.pop()
        else:
            self.addLabel(self.canvas.setLastLabel(text))
            self.actions.editMode.setEnabled(True)
            self.actions.undoLastPoint.setEnabled(False)
            self.actions.undo.setEnabled(True)
            self.setDirty()

    def scrollRequest(self, delta, orientation):
        units = - delta * 0.1  # natural scroll
        bar = self.scrollBars[orientation]
        bar.setValue(bar.value() + bar.singleStep() * units)

    def setZoom(self, value):
        self.actions.fitWidth.setChecked(False)
        self.actions.fitWindow.setChecked(False)
        self.zoomMode = self.MANUAL_ZOOM
        self.zoomWidget.setValue(value)

    def addZoom(self, increment=10):
        self.setZoom(self.zoomWidget.value() + increment)

    def zoomRequest(self, delta, pos):
        canvas_width_old = self.canvas.width()

        units = delta * 0.1
        self.addZoom(units)

        canvas_width_new = self.canvas.width()
        if canvas_width_old != canvas_width_new:
            canvas_scale_factor = canvas_width_new / canvas_width_old

            x_shift = round(pos.x() * canvas_scale_factor) - pos.x()
            y_shift = round(pos.y() * canvas_scale_factor) - pos.y()

            self.scrollBars[Qt.Horizontal].setValue(
                self.scrollBars[Qt.Horizontal].value() + x_shift)
            self.scrollBars[Qt.Vertical].setValue(
                self.scrollBars[Qt.Vertical].value() + y_shift)

    def setFitWindow(self, value=True):
        if value:
            self.actions.fitWidth.setChecked(False)
        self.zoomMode = self.FIT_WINDOW if value else self.MANUAL_ZOOM
        self.adjustScale()

    def setFitWidth(self, value=True):
        if value:
            self.actions.fitWindow.setChecked(False)
        self.zoomMode = self.FIT_WIDTH if value else self.MANUAL_ZOOM
        self.adjustScale()

    def togglePolygons(self, value):
        for item, shape in self.labelList.itemsToShapes:
            item.setCheckState(Qt.Checked if value else Qt.Unchecked)

    def loadFile(self, filename=None):
        """Load the specified file, or the last opened file if None."""
        # changing fileListWidget loads file
        if (filename in self.imageList and
                self.fileListWidget.currentRow() !=
                self.imageList.index(filename)):
            self.fileListWidget.setCurrentRow(self.imageList.index(filename))
            return

        self.resetState()
        self.canvas.setEnabled(False)
        if filename is None:
            filename = self.settings.value('filename', '')
        filename = str(filename)
        if not QtCore.QFile.exists(filename):
            self.errorMessage(
                'Error opening file', 'No such file: <b>%s</b>' % filename)
            return False
        # assumes same name, but json extension
        self.status("Loading %s..." % os.path.basename(str(filename)))
        label_file = os.path.splitext(filename)[0] + '.json'
        if QtCore.QFile.exists(label_file) and \
                LabelFile.isLabelFile(label_file):
            try:
                self.labelFile = LabelFile(label_file)
                # FIXME: PyQt4 installed via Anaconda fails to load JPEG
                # and JSON encoded images.
                # https://github.com/ContinuumIO/anaconda-issues/issues/131
                if QtGui.QImage.fromData(self.labelFile.imageData).isNull():
                    raise LabelFileError(
                        'Failed loading image data from label file.\n'
                        'Maybe this is a known issue of PyQt4 built on'
                        ' Anaconda, and may be fixed by installing PyQt5.')
            except LabelFileError as e:
                self.errorMessage(
                    'Error opening file',
                    "<p><b>%s</b></p>"
                    "<p>Make sure <i>%s</i> is a valid label file."
                    % (e, label_file))
                self.status("Error reading %s" % label_file)
                return False
            self.imageData = self.labelFile.imageData
            self.imagePath = os.path.join(os.path.dirname(label_file),
                                          self.labelFile.imagePath)
            self.lineColor = QtGui.QColor(*self.labelFile.lineColor)
            self.fillColor = QtGui.QColor(*self.labelFile.fillColor)
            self.otherData = self.labelFile.otherData
        else:
            # Load image:
            # read data first and store for saving into label file.
            self.imageData = read(filename, None)
            if self.imageData is not None:
                # the filename is image not JSON
                self.imagePath = filename
            self.labelFile = None
        image = QtGui.QImage.fromData(self.imageData)
        if image.isNull():
            formats = ['*.{}'.format(fmt.data().decode())
                       for fmt in QtGui.QImageReader.supportedImageFormats()]
            self.errorMessage(
                'Error opening file',
                '<p>Make sure <i>{0}</i> is a valid image file.<br/>'
                'Supported image formats: {1}</p>'
                .format(filename, ','.join(formats)))
            self.status("Error reading %s" % filename)
            return False
        self.image = image
        self.filename = filename
        if self._config['keep_prev']:
            prev_shapes = self.canvas.shapes
        self.canvas.loadPixmap(QtGui.QPixmap.fromImage(image))
        if self._config['flags']:
            self.loadFlags({k: False for k in self._config['flags']})
        if self._config['keep_prev']:
            self.loadShapes(prev_shapes)
        if self.labelFile:
            self.loadLabels(self.labelFile.shapes)
            if self.labelFile.flags is not None:
                self.loadFlags(self.labelFile.flags)
        self.setClean()
        self.canvas.setEnabled(True)
        self.adjustScale(initial=True)
        self.paintCanvas()
        self.addRecentFile(self.filename)
        self.toggleActions(True)
        self.status("Loaded %s" % os.path.basename(str(filename)))
        return True

    def resizeEvent(self, event):
        if self.canvas and not self.image.isNull()\
           and self.zoomMode != self.MANUAL_ZOOM:
            self.adjustScale()
        super(MainWindow, self).resizeEvent(event)

    def paintCanvas(self):
        assert not self.image.isNull(), "cannot paint null image"
        self.canvas.scale = 0.01 * self.zoomWidget.value()
        self.canvas.adjustSize()
        self.canvas.update()

    def adjustScale(self, initial=False):
        value = self.scalers[self.FIT_WINDOW if initial else self.zoomMode]()
        self.zoomWidget.setValue(int(100 * value))

    def scaleFitWindow(self):
        """Figure out the size of the pixmap to fit the main widget."""
        e = 2.0  # So that no scrollbars are generated.
        w1 = self.centralWidget().width() - e
        h1 = self.centralWidget().height() - e
        a1 = w1 / h1
        # Calculate a new scale value based on the pixmap's aspect ratio.
        w2 = self.canvas.pixmap.width() - 0.0
        h2 = self.canvas.pixmap.height() - 0.0
        a2 = w2 / h2
        return w1 / w2 if a2 >= a1 else h1 / h2

    def scaleFitWidth(self):
        # The epsilon does not seem to work too well here.
        w = self.centralWidget().width() - 2.0
        return w / self.canvas.pixmap.width()

    def closeEvent(self, event):
        if not self.mayContinue():
            event.ignore()
        self.settings.setValue(
            'filename', self.filename if self.filename else '')
        self.settings.setValue('window/size', self.size())
        self.settings.setValue('window/position', self.pos())
        self.settings.setValue('window/state', self.saveState())
        self.settings.setValue('line/color', self.lineColor)
        self.settings.setValue('fill/color', self.fillColor)
        self.settings.setValue('recentFiles', self.recentFiles)
        # ask the use for where to save the labels
        # self.settings.setValue('window/geometry', self.saveGeometry())

    # User Dialogs #

    def loadRecent(self, filename):
        if self.mayContinue():
            self.loadFile(filename)

    def openPrevImg(self, _value=False):
        if not self.mayContinue():
            return

        if len(self.imageList) <= 0:
            return

        if self.filename is None:
            return

        currIndex = self.imageList.index(self.filename)
        if currIndex - 1 >= 0:
            filename = self.imageList[currIndex - 1]
            if filename:
                self.loadFile(filename)

    def openNextImg(self, _value=False, load=True):
        if not self.mayContinue():
            return

        if len(self.imageList) <= 0:
            return

        filename = None
        if self.filename is None:
            filename = self.imageList[0]
        else:
            currIndex = self.imageList.index(self.filename)
            if currIndex + 1 < len(self.imageList):
                filename = self.imageList[currIndex + 1]
            else:
                filename = self.imageList[-1]
        self.filename = filename

        if self.filename and load:
            self.loadFile(self.filename)

    def openFile(self, _value=False):
        if not self.mayContinue():
            return
        path = os.path.dirname(str(self.filename)) if self.filename else '.'
        formats = ['*.{}'.format(fmt.data().decode())
                   for fmt in QtGui.QImageReader.supportedImageFormats()]
        filters = "Image & Label files (%s)" % ' '.join(
            formats + ['*%s' % LabelFile.suffix])
        filename = QtWidgets.QFileDialog.getOpenFileName(
            self, '%s - Choose Image or Label file' % __appname__,
            path, filters)
        if QT5:
            filename, _ = filename
        filename = str(filename)
        if filename:
            self.loadFile(filename)

    def saveFile(self, _value=False):
        assert not self.image.isNull(), "cannot save empty image"
        if self._config['flags'] or self.hasLabels():
            if self.labelFile:
                # DL20180323 - overwrite when in directory
                self._saveFile(self.labelFile.filename)
            elif self.output:
                self._saveFile(self.output)
            else:
                self._saveFile(self.saveFileDialog())

    def saveFileAs(self, _value=False):
        assert not self.image.isNull(), "cannot save empty image"
        if self.hasLabels():
            self._saveFile(self.saveFileDialog())

    def saveFileDialog(self):
        caption = '%s - Choose File' % __appname__
        filters = 'Label files (*%s)' % LabelFile.suffix
        dlg = QtWidgets.QFileDialog(self, caption, self.currentPath(), filters)
        dlg.setDefaultSuffix(LabelFile.suffix[1:])
        dlg.setAcceptMode(QtWidgets.QFileDialog.AcceptSave)
        dlg.setOption(QtWidgets.QFileDialog.DontConfirmOverwrite, False)
        dlg.setOption(QtWidgets.QFileDialog.DontUseNativeDialog, False)
        basename = os.path.splitext(self.filename)[0]
        default_labelfile_name = os.path.join(
            self.currentPath(), basename + LabelFile.suffix)
        filename = dlg.getSaveFileName(
            self, 'Choose File', default_labelfile_name,
            'Label files (*%s)' % LabelFile.suffix)
        if QT5:
            filename, _ = filename
        filename = str(filename)
        return filename

    def _saveFile(self, filename):
        if filename and self.saveLabels(filename):
            self.addRecentFile(filename)
            self.setClean()
            if self.labeling_once:
                self.close()

    def closeFile(self, _value=False):
        if not self.mayContinue():
            return
        self.resetState()
        self.setClean()
        self.toggleActions(False)
        self.canvas.setEnabled(False)
        self.actions.saveAs.setEnabled(False)

    # Message Dialogs. #
    def hasLabels(self):
        if not self.labelList.itemsToShapes:
            self.errorMessage(
                'No objects labeled',
                'You must label at least one object to save the file.')
            return False
        return True

    def mayContinue(self):
        if not self.dirty:
            return True
        mb = QtWidgets.QMessageBox
        msg = 'Save annotations to "{}" before closing?'.format(self.filename)
        answer = mb.question(self,
                             'Save annotations?',
                             msg,
                             mb.Save | mb.Discard | mb.Cancel,
                             mb.Save)
        if answer == mb.Discard:
            return True
        elif answer == mb.Save:
            self.saveFile()
            return True
        else:  # answer == mb.Cancel
            return False

    def errorMessage(self, title, message):
        return QtWidgets.QMessageBox.critical(
            self, title, '<p><b>%s</b></p>%s' % (title, message))

    def currentPath(self):
        return os.path.dirname(str(self.filename)) if self.filename else '.'

    def chooseColor1(self):
        color = self.colorDialog.getColor(
            self.lineColor, 'Choose line color', default=DEFAULT_LINE_COLOR)
        if color:
            self.lineColor = color
            # Change the color for all shape lines:
            Shape.line_color = self.lineColor
            self.canvas.update()
            self.setDirty()

    def chooseColor2(self):
        color = self.colorDialog.getColor(
            self.fillColor, 'Choose fill color', default=DEFAULT_FILL_COLOR)
        if color:
            self.fillColor = color
            Shape.fill_color = self.fillColor
            self.canvas.update()
            self.setDirty()

    def deleteSelectedShape(self):
        yes, no = QtWidgets.QMessageBox.Yes, QtWidgets.QMessageBox.No
        msg = 'You are about to permanently delete this polygon, ' \
              'proceed anyway?'
        if yes == QtWidgets.QMessageBox.warning(self, 'Attention', msg,
                                                yes | no):
            self.remLabel(self.canvas.deleteSelected())
            self.setDirty()
            if self.noShapes():
                for action in self.actions.onShapesPresent:
                    action.setEnabled(False)

    def chshapeLineColor(self):
        color = self.colorDialog.getColor(
            self.lineColor, 'Choose line color', default=DEFAULT_LINE_COLOR)
        if color:
            self.canvas.selectedShape.line_color = color
            self.canvas.update()
            self.setDirty()

    def chshapeFillColor(self):
        color = self.colorDialog.getColor(
            self.fillColor, 'Choose fill color', default=DEFAULT_FILL_COLOR)
        if color:
            self.canvas.selectedShape.fill_color = color
            self.canvas.update()
            self.setDirty()

    def copyShape(self):
        self.canvas.endMove(copy=True)
        self.addLabel(self.canvas.selectedShape)
        self.setDirty()

    def moveShape(self):
        self.canvas.endMove(copy=False)
        self.setDirty()

    def openDirDialog(self, _value=False, dirpath=None):
        if not self.mayContinue():
            return

        defaultOpenDirPath = dirpath if dirpath else '.'
        if self.lastOpenDir and os.path.exists(self.lastOpenDir):
            defaultOpenDirPath = self.lastOpenDir
        else:
            defaultOpenDirPath = os.path.dirname(self.filename) \
                if self.filename else '.'

        targetDirPath = str(QtWidgets.QFileDialog.getExistingDirectory(
            self, '%s - Open Directory' % __appname__, defaultOpenDirPath,
            QtWidgets.QFileDialog.ShowDirsOnly |
            QtWidgets.QFileDialog.DontResolveSymlinks))
        self.importDirImages(targetDirPath)

    @property
    def imageList(self):
        lst = []
        for i in range(self.fileListWidget.count()):
            item = self.fileListWidget.item(i)
            lst.append(item.text())
        return lst

    def importDirImages(self, dirpath, load=True):
        if not self.mayContinue() or not dirpath:
            return

        self.lastOpenDir = dirpath
        self.filename = None
        self.fileListWidget.clear()
        for filename in self.scanAllImages(dirpath):
            label_file = os.path.splitext(filename)[0] + '.json'
            item = QtWidgets.QListWidgetItem(filename)
            item.setFlags(Qt.ItemIsEnabled | Qt.ItemIsSelectable)
            if QtCore.QFile.exists(label_file) and \
                    LabelFile.isLabelFile(label_file):
                item.setCheckState(Qt.Checked)
            else:
                item.setCheckState(Qt.Unchecked)
            self.fileListWidget.addItem(item)
        self.openNextImg(load=load)

    def scanAllImages(self, folderPath):
        extensions = ['.%s' % fmt.data().decode("ascii").lower()
                      for fmt in QtGui.QImageReader.supportedImageFormats()]
        images = []

        for root, dirs, files in os.walk(folderPath):
            for file in files:
                if file.lower().endswith(tuple(extensions)):
                    relativePath = os.path.join(root, file)
                    images.append(relativePath)
        images.sort(key=lambda x: x.lower())
        return images