示例#1
0
    def __init__(self, frame, frame_num, timestamp, playback_time, frame_settings, prev_frame_analysis, controls):
        self.frame = frame
        self.frame_num = frame_num
        self.timestamp = timestamp
        self.playback_time = playback_time
        self.frame_settings = frame_settings
        self.controls = controls

        # Table tracker
        prev_table_tracker = prev_frame_analysis.table_tracker if prev_frame_analysis is not None else None
        self.table_tracker = TableTracker(prev_table_tracker, self.frame_settings.table_tracking_settings, controls.subpanel("table tracking"), ticker=self)

        # Table analysis
        self.prev_table_bg_estimation = prev_frame_analysis.table_bg_estimation if prev_frame_analysis is not None else None
        self.table_bg_estimation = None

        # Spot finder
        self.spots_finder = SpotsFinder(frame_settings.spots_finder_settings);

        # Computed data
        self.table_transform = None
        self.table_frame = None
        self.ball_density = None

        # Final data
        self.ball_pos = None  # False if absent, (x, y) if present
        self.bars_pos = None  # list of (lists of?) (shift, angle)

        # Timing data
        self.timings = {}

        # Record beginning of processing of this frame
        self.tic("lifetime")
示例#2
0
class FrameAnalysis:

    def __init__(self, frame, frame_num, timestamp, playback_time, frame_settings, prev_frame_analysis, controls):
        self.frame = frame
        self.frame_num = frame_num
        self.timestamp = timestamp
        self.playback_time = playback_time
        self.frame_settings = frame_settings
        self.controls = controls

        # Table tracker
        prev_table_tracker = prev_frame_analysis.table_tracker if prev_frame_analysis is not None else None
        self.table_tracker = TableTracker(prev_table_tracker, self.frame_settings.table_tracking_settings, controls.subpanel("table tracking"), ticker=self)

        # Table analysis
        self.prev_table_bg_estimation = prev_frame_analysis.table_bg_estimation if prev_frame_analysis is not None else None
        self.table_bg_estimation = None

        # Spot finder
        self.spots_finder = SpotsFinder(frame_settings.spots_finder_settings);

        # Computed data
        self.table_transform = None
        self.table_frame = None
        self.ball_density = None

        # Final data
        self.ball_pos = None  # False if absent, (x, y) if present
        self.bars_pos = None  # list of (lists of?) (shift, angle)

        # Timing data
        self.timings = {}

        # Record beginning of processing of this frame
        self.tic("lifetime")

    def do_undistort_frame(self):
        if self.frame_settings.undistort_camera:
            self.tic("undistort frame")
            self.frame = cv2.undistort(self.frame, self.frame_settings.camera_matrix, self.frame_settings.dist_coeffs)
            self.controls.subpanel("table tracking").show("undistorted", self.frame / 255.0)
            self.toc("undistort frame")

    def do_table_tracking(self):
        self.tic("table tracking")
        self.table_corners = self.table_tracker.track_table(self.frame)
        self.toc("table tracking")
        self.tic("table warping")
        warping_proj = numpy.dot(rectangle_to_region(self.table_corners), pixels_to_rectangle(*self.frame_settings.table_frame_size))
        # logger.info("\n%r\n%r", self.table_corners, warping_proj)
        self.table_frame = cv2.warpPerspective(self.frame,
                                               warping_proj,
                                               self.frame_settings.table_frame_size,
                                               flags=cv2.INTER_LINEAR | cv2.WARP_INVERSE_MAP,
                                               borderMode=cv2.BORDER_REPLICATE) / 255.0
        self.toc("table warping")
        self.controls.subpanel("table tracking").show("table frame", self.table_frame)

    def do_compute_ball_density(self):
        self.tic("estimate background")
        self.table_bg_estimation = estimate_table_background(self.prev_table_bg_estimation, self.table_frame, self.frame_settings.table_bg_settings, self.controls.subpanel("tablebg"))
        self.toc("estimate background")

        self.tic("compute ball density")
        self.table_bg_analysis = analyze_table_background(self.table_bg_estimation, self.table_frame, self.controls.subpanel("tablebg"))
        # FIXME: the ball analysis is done in the analyze_table_background
        self.ball_density = self.table_bg_analysis.ballness
        self.toc("compute ball density")

    def find_spots(self):
        self.spots = self.spots_finder.find_spots(self.ball_density)

    def get_csv_line(self):
        line = "%.5f" % (self.playback_time)
        if self.ball_pos is not None:
            line += ",%.5f,%.5f" % (self.ball_pos[0], self.ball_pos[1])
        else:
            line += ",,"
        # FIXME: decide how bars are to be enumerated
        # for side in [0, 1]:
        #    for bar in xrange(BARS):
        #        line += ",%.5f,%.5f" % (self.bars_pos[side][bar][0], self.bars_pos[side][bar][1])
        line += '\n'

        # Record finishing of processing of this frame
        self.toc("lifetime")

        return line

    def tic(self, name):
        assert name not in self.timings
        self.timings[name] = [monotonic_time(), None]

    def toc(self, name):
        assert name in self.timings
        assert self.timings[name][1] is None
        self.timings[name][1] = monotonic_time()
        timings_logger.debug("Frame %d, %s took %f msecs", self.frame_num, name, 1000.0 * (self.timings[name][1] - self.timings[name][0]))