def get_query_text(ibs, qres, aid2, truth, **kwargs):
""" returns title based on the query chip and result """
text_list = []
if kwargs.get('show_truth', False):
truth_str = '*%s*' % get_truth_text(ibs, truth)
text_list.append(truth_str)
if kwargs.get('show_rank', True):
rank_str = 'rank=%s' % str(qres.get_aid_ranks([aid2])[0] + 1)
text_list.append(rank_str)
if kwargs.get('show_score', True):
score = qres.aid2_score[aid2]
score_str = ('score=' + utool.num_fmt(score))
if len(text_list) > 0:
score_str = '\n' + score_str
text_list.append(score_str)
if kwargs.get('show_timedelta', False):
timedelta_str = ('\n' + get_timedelta_str(ibs, qres.qaid, aid2))
text_list.append(timedelta_str)
query_text = ', '.join(text_list)
return query_text
def annotate_matches3(ibs,
aid_list,
bbox_list,
offset_list,
name_fm_list,
name_fs_list,
qreq_=None,
**kwargs):
"""
TODO: use this as the main function.
"""
# TODO Use this function when you clean show_matches
in_image = kwargs.get('in_image', False)
#show_query = kwargs.get('show_query', True)
draw_border = kwargs.get('draw_border', True)
draw_lbl = kwargs.get('draw_lbl', True)
notitle = kwargs.get('notitle', False)
# List of annotation scores for each annot in the name
#printDBG('[viz] annotate_matches3()')
#truth = ibs.get_match_truth(aid1, aid2)
#name_equality = (
# np.array(ibs.get_annot_nids(aid_list[1:])) == ibs.get_annot_nids(aid_list[0])
#).tolist()
#truth = 1 if all(name_equality) else (2 if any(name_equality) else 0)
#truth_color = vh.get_truth_color(truth)
## Build title
#score = kwargs.pop('score', None)
#rawscore = kwargs.pop('rawscore', None)
#aid2_raw_rank = kwargs.pop('aid2_raw_rank', None)
#print(kwargs)
#title = vh.get_query_text(ibs, None, aid2, truth, qaid=aid1, **kwargs)
# Build xlbl
ax = pt.gca()
ph.set_plotdat(ax, 'viztype', 'multi_match')
ph.set_plotdat(ax, 'qaid', aid_list[0])
ph.set_plotdat(ax, 'num_matches', len(aid_list) - 1)
ph.set_plotdat(ax, 'aid_list', aid_list[1:])
for count, aid in enumerate(aid_list, start=1):
ph.set_plotdat(ax, 'aid%d' % (count, ), aid)
#name_equality = (ibs.get_annot_nids(aid_list[0]) ==
# np.array(ibs.get_annot_nids(aid_list[1:])))
#truth = 1 if np.all(name_equality) else (2 if np.any(name_equality) else 0)
truth = get_multitruth(ibs, aid_list)
if any(ibs.is_aid_unknown(aid_list[1:])) or ibs.is_aid_unknown(
aid_list[0]):
truth = ibs.const.TRUTH_UNKNOWN
truth_color = vh.get_truth_color(truth)
name_annot_scores = kwargs.get('name_annot_scores', None)
if len(aid_list) == 2:
# HACK; generalize to multple annots
title = vh.get_query_text(ibs,
None,
aid_list[1],
truth,
qaid=aid_list[0],
**kwargs)
if not notitle:
pt.set_title(title, ax)
if draw_lbl:
# Build labels
nid_list = ibs.get_annot_nids(aid_list, distinguish_unknowns=False)
name_list = ibs.get_annot_names(aid_list)
lbls_list = [[] for _ in range(len(aid_list))]
if kwargs.get('show_name', False):
for count, (lbls, name) in enumerate(zip(lbls_list, name_list)):
lbls.append(ut.repr2((name)))
if kwargs.get('show_nid', True):
for count, (lbls, nid) in enumerate(zip(lbls_list, nid_list)):
# only label the first two images with nids
LABEL_ALL_NIDS = False
if count <= 1 or LABEL_ALL_NIDS:
#lbls.append(vh.get_nidstrs(nid))
lbls.append(('q' if count == 0 else '') +
vh.get_nidstrs(nid))
if kwargs.get('show_aid', True):
for count, (lbls, aid) in enumerate(zip(lbls_list, aid_list)):
lbls.append(('q' if count == 0 else '') + vh.get_aidstrs(aid))
if (kwargs.get('show_annot_score', True)
and name_annot_scores is not None):
max_digits = kwargs.get('score_precision', None)
for (lbls, score) in zip(lbls_list[1:], name_annot_scores):
lbls.append(ut.num_fmt(score, max_digits=max_digits))
lbl_list = [' : '.join(lbls) for lbls in lbls_list]
else:
lbl_list = [None] * len(aid_list)
#pt.set_title(title, ax)
# Plot annotations over images
if in_image:
in_image_bbox_list = vh.get_bboxes(ibs, aid_list, offset_list)
in_image_theta_list = ibs.get_annot_thetas(aid_list)
# HACK!
#if show_query:
# pt.draw_bbox(bbox1, bbox_color=pt.ORANGE, lbl=lbl1, theta=theta1)
bbox_color = pt.ORANGE
bbox_color = truth_color if draw_border else pt.ORANGE
for bbox, theta, lbl in zip(in_image_bbox_list, in_image_theta_list,
lbl_list):
pt.draw_bbox(bbox, bbox_color=bbox_color, lbl=lbl, theta=theta)
pass
else:
xy, w, h = pt.get_axis_xy_width_height(ax)
#theta2 = 0
#if xywh2 is None:
# #xywh2 = (xy[0], xy[1], w, h)
# # weird when sidebyside is off y seems to be inverted
# xywh2 = (0, 0, w, h)
#if not show_query and xywh1 is None:
# data_config2 = None if qreq_ is None else
# qreq_.get_external_data_config2()
# kpts2 = ibs.get_annot_kpts([aid2], config2_=data_config2)[0]
# #pt.draw_kpts2(kpts2.take(fm.T[1], axis=0))
# # Draw any selected matches
# #sm_kw = dict(rect=True, colors=pt.BLUE)
# pt.plot_fmatch(None, xywh2, None, kpts2, fm, fs=fs, **kwargs)
#if draw_border:
# pt.draw_border(ax, truth_color, 4, offset=offset2)
if draw_border:
pt.draw_border(ax, color=truth_color, lw=4)
if draw_lbl:
# Custom user lbl for chips 1 and 2
#if show_query:
# (x1, y1, w1, h1) = xywh1
# pt.absolute_lbl(x1 + w1, y1, lbl1)
for bbox, lbl in zip(bbox_list, lbl_list):
(x, y, w, h) = bbox
pt.absolute_lbl(x + w, y, lbl)
# No matches draw a red box
if True:
no_matches = name_fm_list is None or all(
[True if fm is None else len(fm) == 0 for fm in name_fm_list])
if no_matches:
xy, w, h = pt.get_axis_xy_width_height(ax)
#axes_bbox = (xy[0], xy[1], w, h)
if draw_border:
pass
def get_query_text(ibs, cm, aid2, truth, **kwargs):
"""
returns title based on the query chip and result
Args:
ibs (IBEISController): wbia controller object
cm (ChipMatch): object of feature correspondences and scores
aid2 (int): annotation id
truth (int): 0, 1, 2
Kwargs:
qaid, score, rawscore, aid2_raw_rank, show_truth, name_score,
name_rank, show_name_score, show_name_rank, show_timedelta
Returns:
str: query_text
CommandLine:
python -m wbia.viz.viz_helpers --exec-get_query_text
Example:
>>> # DISABLE_DOCTEST
>>> from wbia.viz.viz_helpers import * # NOQA
>>> import wbia
>>> cm, qreq_ = wbia.testdata_cm()
>>> aid2 = cm.get_top_aids()[0]
>>> truth = 1
>>> query_text = get_query_text(ibs, cm, aid2, truth)
>>> result = ('query_text = %s' % (str(query_text),))
>>> print(result)
"""
text_list = []
if cm is not None:
qaid = cm.qaid
score = cm.get_annot_scores([aid2])[0]
rawscore = cm.get_annot_scores([aid2])[0]
aid2_raw_rank = cm.get_annot_ranks([aid2])[0]
else:
qaid = kwargs.get('qaid', None)
score = kwargs.get('score', None)
rawscore = kwargs.get('rawscore', None)
aid2_raw_rank = kwargs.get('aid2_raw_rank', None)
if kwargs.get('show_truth', False):
truth_str = '*%s*' % ibs.const.EVIDENCE_DECISION.INT_TO_NICE.get(
truth, None)
text_list.append(truth_str)
if kwargs.get('show_rank', aid2_raw_rank is not None or cm is not None):
try:
# aid2_raw_rank = cm.get_annot_ranks([aid2])[0]
aid2_rank = aid2_raw_rank + 1 if aid2_raw_rank is not None else None
rank_str = 'rank=%s' % str(aid2_rank)
except Exception as ex:
ut.printex(ex)
# ut.embed()
raise
text_list.append(rank_str)
if kwargs.get('show_rawscore', rawscore is not None or cm is not None):
rawscore_str = 'rawscore=' + ut.num_fmt(rawscore)
if len(text_list) > 0:
rawscore_str = '\n' + rawscore_str
text_list.append(rawscore_str)
if kwargs.get('show_score', score is not None or cm is not None):
score_str = 'score=' + ut.num_fmt(score)
if len(text_list) > 0:
score_str = '\n' + score_str
text_list.append(score_str)
name_score = kwargs.get('name_score', None)
name_rank = kwargs.get('name_rank', None)
if kwargs.get('show_name_score', True):
if name_score is not None:
text_list.append('name_score=' + ut.num_fmt(name_score))
if kwargs.get('show_name_rank', True):
if name_rank is not None:
# Make display one based
text_list.append('name_rank=#%s' % (str(name_rank + 1), ))
# with ut.embed_on_exception_context:
if kwargs.get('show_timedelta', True):
assert qaid is not None, 'qaid cannot be None'
# TODO: fixme
if isinstance(aid2, list):
aid2_ = aid2[0]
else:
aid2_ = aid2
timedelta_str = '\n' + get_timedelta_str(ibs, qaid, aid2_)
text_list.append(timedelta_str)
query_text = ', '.join(text_list)
return query_text
def get_query_text(ibs, cm, aid2, truth, **kwargs):
"""
returns title based on the query chip and result
Args:
ibs (IBEISController): ibeis controller object
cm (ChipMatch): object of feature correspondences and scores
aid2 (int): annotation id
truth (int): 0, 1, 2
Kwargs:
qaid, score, rawscore, aid2_raw_rank, show_truth, name_score,
name_rank, show_name_score, show_name_rank, show_timedelta
Returns:
str: query_text
CommandLine:
python -m ibeis.viz.viz_helpers --exec-get_query_text
Example:
>>> # DISABLE_DOCTEST
>>> from ibeis.viz.viz_helpers import * # NOQA
>>> import ibeis
>>> ibs = ibeis.opendb(defaultdb='testdb1')
>>> cm = ibs.query_chips([1], [2, 3, 4, 5], cfgdict=dict())[0]
>>> aid2 = '?'
>>> truth = '?'
>>> query_text = get_query_text(ibs, cm, aid2, truth)
>>> result = ('query_text = %s' % (str(query_text),))
>>> print(result)
"""
text_list = []
if cm is not None:
qaid = cm.qaid
score = cm.get_aid_scores([aid2])[0]
rawscore = cm.get_aid_scores([aid2], rawscore=True)[0]
aid2_raw_rank = cm.get_aid_ranks([aid2])[0]
else:
qaid = kwargs.get('qaid', None)
score = kwargs.get('score', None)
rawscore = kwargs.get('rawscore', None)
aid2_raw_rank = kwargs.get('aid2_raw_rank', None)
if kwargs.get('show_truth', False):
truth_str = '*%s*' % get_truth_text(ibs, truth)
text_list.append(truth_str)
if kwargs.get('show_rank', aid2_raw_rank is not None or cm is not None):
try:
#aid2_raw_rank = cm.get_aid_ranks([aid2])[0]
aid2_rank = aid2_raw_rank + 1 if aid2_raw_rank is not None else None
rank_str = 'rank=%s' % str(aid2_rank)
except Exception as ex:
ut.printex(ex)
#ut.embed()
raise
text_list.append(rank_str)
if kwargs.get('show_rawscore', rawscore is not None or cm is not None):
#rawscore = cm.get_aid_scores([aid2], rawscore=True)[0]
rawscore_str = ('rawscore=' + ut.num_fmt(rawscore))
if len(text_list) > 0:
rawscore_str = '\n' + rawscore_str
text_list.append(rawscore_str)
if kwargs.get('show_score', score is not None or cm is not None):
#score = cm.get_aid_scores([aid2])[0]
score_str = ('score=' + ut.num_fmt(score))
if len(text_list) > 0:
score_str = '\n' + score_str
text_list.append(score_str)
name_score = kwargs.get('name_score', None)
name_rank = kwargs.get('name_rank', None)
if kwargs.get('show_name_score', True):
if name_score is not None:
text_list.append('name_score=' + ut.num_fmt(name_score))
if kwargs.get('show_name_rank', True):
if name_rank is not None:
# Make display one based
text_list.append('name_rank=#%s' % (str(name_rank + 1),))
#with ut.embed_on_exception_context:
if kwargs.get('show_timedelta', True):
assert qaid is not None, 'qaid cannot be None'
# TODO: fixme
if isinstance(aid2, list):
aid2_ = aid2[0]
else:
aid2_ = aid2
timedelta_str = ('\n' + get_timedelta_str(ibs, qaid, aid2_))
text_list.append(timedelta_str)
query_text = ', '.join(text_list)
return query_text
def annotate_matches3(ibs, aid_list, bbox_list, offset_list, name_fm_list,
name_fs_list, qreq_=None, **kwargs):
"""
TODO: use this as the main function.
"""
# TODO Use this function when you clean show_matches
in_image = kwargs.get('in_image', False)
#show_query = kwargs.get('show_query', True)
draw_border = kwargs.get('draw_border', True)
draw_lbl = kwargs.get('draw_lbl', True)
notitle = kwargs.get('notitle', False)
# List of annotation scores for each annot in the name
#printDBG('[viz] annotate_matches3()')
#truth = ibs.get_match_truth(aid1, aid2)
#name_equality = (
# np.array(ibs.get_annot_nids(aid_list[1:])) == ibs.get_annot_nids(aid_list[0])
#).tolist()
#truth = 1 if all(name_equality) else (2 if any(name_equality) else 0)
#truth_color = vh.get_truth_color(truth)
## Build title
#score = kwargs.pop('score', None)
#rawscore = kwargs.pop('rawscore', None)
#aid2_raw_rank = kwargs.pop('aid2_raw_rank', None)
#print(kwargs)
#title = vh.get_query_text(ibs, None, aid2, truth, qaid=aid1, **kwargs)
# Build xlbl
ax = pt.gca()
ph.set_plotdat(ax, 'viztype', 'multi_match')
ph.set_plotdat(ax, 'qaid', aid_list[0])
ph.set_plotdat(ax, 'num_matches', len(aid_list) - 1)
ph.set_plotdat(ax, 'aid_list', aid_list[1:])
for count, aid in enumerate(aid_list, start=1):
ph.set_plotdat(ax, 'aid%d' % (count,), aid)
#name_equality = (ibs.get_annot_nids(aid_list[0]) ==
# np.array(ibs.get_annot_nids(aid_list[1:])))
#truth = 1 if np.all(name_equality) else (2 if np.any(name_equality) else 0)
truth = get_multitruth(ibs, aid_list)
if any(ibs.is_aid_unknown(aid_list[1:])) or ibs.is_aid_unknown(aid_list[0]):
truth = ibs.const.TRUTH_UNKNOWN
truth_color = vh.get_truth_color(truth)
name_annot_scores = kwargs.get('name_annot_scores', None)
if len(aid_list) == 2:
# HACK; generalize to multple annots
title = vh.get_query_text(ibs, None, aid_list[1], truth, qaid=aid_list[0], **kwargs)
if not notitle:
pt.set_title(title, ax)
if draw_lbl:
# Build labels
nid_list = ibs.get_annot_nids(aid_list, distinguish_unknowns=False)
name_list = ibs.get_annot_names(aid_list)
lbls_list = [[] for _ in range(len(aid_list))]
if kwargs.get('show_name', False):
for count, (lbls, name) in enumerate(zip(lbls_list, name_list)):
lbls.append(ut.repr2((name)))
if kwargs.get('show_nid', True):
for count, (lbls, nid) in enumerate(zip(lbls_list, nid_list)):
# only label the first two images with nids
LABEL_ALL_NIDS = False
if count <= 1 or LABEL_ALL_NIDS:
#lbls.append(vh.get_nidstrs(nid))
lbls.append(('q' if count == 0 else '') + vh.get_nidstrs(nid))
if kwargs.get('show_aid', True):
for count, (lbls, aid) in enumerate(zip(lbls_list, aid_list)):
lbls.append(('q' if count == 0 else '') + vh.get_aidstrs(aid))
if (kwargs.get('show_annot_score', True) and
name_annot_scores is not None):
max_digits = kwargs.get('score_precision', None)
for (lbls, score) in zip(lbls_list[1:], name_annot_scores):
lbls.append(ut.num_fmt(score, max_digits=max_digits))
lbl_list = [' : '.join(lbls) for lbls in lbls_list]
else:
lbl_list = [None] * len(aid_list)
#pt.set_title(title, ax)
# Plot annotations over images
if in_image:
in_image_bbox_list = vh.get_bboxes(ibs, aid_list, offset_list)
in_image_theta_list = ibs.get_annot_thetas(aid_list)
# HACK!
#if show_query:
# pt.draw_bbox(bbox1, bbox_color=pt.ORANGE, lbl=lbl1, theta=theta1)
bbox_color = pt.ORANGE
bbox_color = truth_color if draw_border else pt.ORANGE
for bbox, theta, lbl in zip(in_image_bbox_list, in_image_theta_list,
lbl_list):
pt.draw_bbox(bbox, bbox_color=bbox_color, lbl=lbl, theta=theta)
pass
else:
xy, w, h = pt.get_axis_xy_width_height(ax)
#theta2 = 0
#if xywh2 is None:
# #xywh2 = (xy[0], xy[1], w, h)
# # weird when sidebyside is off y seems to be inverted
# xywh2 = (0, 0, w, h)
#if not show_query and xywh1 is None:
# data_config2 = None if qreq_ is None else
# qreq_.get_external_data_config2()
# kpts2 = ibs.get_annot_kpts([aid2], config2_=data_config2)[0]
# #pt.draw_kpts2(kpts2.take(fm.T[1], axis=0))
# # Draw any selected matches
# #sm_kw = dict(rect=True, colors=pt.BLUE)
# pt.plot_fmatch(None, xywh2, None, kpts2, fm, fs=fs, **kwargs)
#if draw_border:
# pt.draw_border(ax, truth_color, 4, offset=offset2)
if draw_border:
pt.draw_border(ax, color=truth_color, lw=4)
if draw_lbl:
# Custom user lbl for chips 1 and 2
#if show_query:
# (x1, y1, w1, h1) = xywh1
# pt.absolute_lbl(x1 + w1, y1, lbl1)
for bbox, lbl in zip(bbox_list, lbl_list):
(x, y, w, h) = bbox
pt.absolute_lbl(x + w, y, lbl)
# No matches draw a red box
if True:
no_matches = name_fm_list is None or all([True if fm is None else len(fm) == 0 for fm in name_fm_list])
if no_matches:
xy, w, h = pt.get_axis_xy_width_height(ax)
#axes_bbox = (xy[0], xy[1], w, h)
if draw_border:
pass