def test_gen_pannet_targets(mock_show_feature):
target_generator = textdet_targets.PANetTargets()
assert target_generator.max_shrink == 20
# test generate_kernels
img_size = (3, 10)
text_polys = [[np.array([0, 0, 1, 0, 1, 1, 0, 1])],
[np.array([2, 0, 3, 0, 3, 1, 2, 1])]]
shrink_ratio = 1.0
kernel = np.array([[1, 1, 2, 2, 0, 0, 0, 0, 0, 0],
[1, 1, 2, 2, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])
output, _ = target_generator.generate_kernels(img_size, text_polys,
shrink_ratio)
print(output)
assert np.allclose(output, kernel)
# test generate_effective_mask
polys_ignore = text_polys
output = target_generator.generate_effective_mask((3, 10), polys_ignore)
target = np.array([[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[1, 1, 1, 1, 1, 1, 1, 1, 1, 1]])
assert np.allclose(output, target)
# test generate_targets
results = {}
results['img'] = np.zeros((3, 10, 3), np.uint8)
results['gt_masks'] = PolygonMasks(text_polys, 3, 10)
results['gt_masks_ignore'] = PolygonMasks([], 3, 10)
results['img_shape'] = (3, 10, 3)
results['mask_fields'] = []
output = target_generator(results)
assert len(output['gt_kernels']) == 2
assert len(output['gt_mask']) == 1
bundle = cf_bundle.CustomFormatBundle(keys=['gt_kernels', 'gt_mask'],
visualize=dict(
flag=True,
boundary_key='gt_kernels'))
bundle(output)
assert 'gt_kernels' in output.keys()
assert 'gt_mask' in output.keys()
mock_show_feature.assert_called_once()
def test_gen_textsnake_targets(mock_show_feature):
target_generator = textdet_targets.TextSnakeTargets()
assert np.allclose(target_generator.orientation_thr, 2.0)
assert np.allclose(target_generator.resample_step, 4.0)
assert np.allclose(target_generator.center_region_shrink_ratio, 0.3)
# test vector_angle
vec1 = np.array([[-1, 0], [0, 1]])
vec2 = np.array([[1, 0], [0, 1]])
angles = target_generator.vector_angle(vec1, vec2)
assert np.allclose(angles, np.array([np.pi, 0]), atol=1e-3)
# test find_head_tail for quadrangle
polygon = np.array([[1.0, 1.0], [5.0, 1.0], [5.0, 3.0], [1.0, 3.0]])
head_inds, tail_inds = target_generator.find_head_tail(polygon, 2.0)
assert np.allclose(head_inds, [3, 0])
assert np.allclose(tail_inds, [1, 2])
polygon = np.array([[1.0, 1.0], [1.0, 3.0], [5.0, 3.0], [5.0, 1.0]])
head_inds, tail_inds = target_generator.find_head_tail(polygon, 2.0)
assert np.allclose(head_inds, [0, 1])
assert np.allclose(tail_inds, [2, 3])
# test find_head_tail for polygon
polygon = np.array([[0., 10.], [3., 3.], [10., 0.], [17., 3.], [20., 10.],
[15., 10.], [13.5, 6.5], [10., 5.], [6.5, 6.5],
[5., 10.]])
head_inds, tail_inds = target_generator.find_head_tail(polygon, 2.0)
assert np.allclose(head_inds, [9, 0])
assert np.allclose(tail_inds, [4, 5])
# test resample_line
line = np.array([[0, 0], [0, 1], [0, 3], [0, 4], [0, 7], [0, 8]])
resampled_line = target_generator.resample_line(line, 3)
assert len(resampled_line) == 3
assert np.allclose(resampled_line, np.array([[0, 0], [0, 4], [0, 8]]))
line = np.array([[0, 0], [0, 0]])
resampled_line = target_generator.resample_line(line, 4)
assert len(resampled_line) == 4
assert np.allclose(resampled_line,
np.array([[0, 0], [0, 0], [0, 0], [0, 0]]))
# test generate_text_region_mask
img_size = (3, 10)
text_polys = [[np.array([0, 0, 1, 0, 1, 1, 0, 1])],
[np.array([2, 0, 3, 0, 3, 1, 2, 1])]]
output = target_generator.generate_text_region_mask(img_size, text_polys)
target = np.array([[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])
assert np.allclose(output, target)
# test generate_center_region_mask
target_generator.center_region_shrink_ratio = 1.0
(center_region_mask, radius_map, sin_map,
cos_map) = target_generator.generate_center_mask_attrib_maps(
img_size, text_polys)
target = np.array([[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])
assert np.allclose(center_region_mask, target)
assert np.allclose(sin_map, np.zeros(img_size))
assert np.allclose(cos_map, target)
# test generate_effective_mask
polys_ignore = text_polys
output = target_generator.generate_effective_mask(img_size, polys_ignore)
target = np.array([[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[1, 1, 1, 1, 1, 1, 1, 1, 1, 1]])
assert np.allclose(output, target)
# test generate_targets
results = {}
results['img'] = np.zeros((3, 10, 3), np.uint8)
results['gt_masks'] = PolygonMasks(text_polys, 3, 10)
results['gt_masks_ignore'] = PolygonMasks([], 3, 10)
results['img_shape'] = (3, 10, 3)
results['mask_fields'] = []
output = target_generator(results)
assert len(output['gt_text_mask']) == 1
assert len(output['gt_center_region_mask']) == 1
assert len(output['gt_mask']) == 1
assert len(output['gt_radius_map']) == 1
assert len(output['gt_sin_map']) == 1
assert len(output['gt_cos_map']) == 1
bundle = cf_bundle.CustomFormatBundle(keys=[
'gt_text_mask', 'gt_center_region_mask', 'gt_mask', 'gt_radius_map',
'gt_sin_map', 'gt_cos_map'
],
visualize=dict(
flag=True,
boundary_key='gt_text_mask'))
bundle(output)
assert 'gt_text_mask' in output.keys()
assert 'gt_center_region_mask' in output.keys()
assert 'gt_mask' in output.keys()
assert 'gt_radius_map' in output.keys()
assert 'gt_sin_map' in output.keys()
assert 'gt_cos_map' in output.keys()
mock_show_feature.assert_called_once()
def test_gen_textsnake_targets(mock_show_feature):
target_generator = textdet_targets.TextSnakeTargets()
assert np.allclose(target_generator.orientation_thr, 2.0)
assert np.allclose(target_generator.resample_step, 4.0)
assert np.allclose(target_generator.center_region_shrink_ratio, 0.3)
# test find_head_tail
polygon = np.array([[1.0, 1.0], [5.0, 1.0], [5.0, 3.0], [1.0, 3.0]])
head_inds, tail_inds = target_generator.find_head_tail(polygon, 2.0)
assert np.allclose(head_inds, [3, 0])
assert np.allclose(tail_inds, [1, 2])
# test generate_text_region_mask
img_size = (3, 10)
text_polys = [[np.array([0, 0, 1, 0, 1, 1, 0, 1])],
[np.array([2, 0, 3, 0, 3, 1, 2, 1])]]
output = target_generator.generate_text_region_mask(img_size, text_polys)
target = np.array([[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])
assert np.allclose(output, target)
# test generate_center_region_mask
target_generator.center_region_shrink_ratio = 1.0
(center_region_mask, radius_map, sin_map,
cos_map) = target_generator.generate_center_mask_attrib_maps(
img_size, text_polys)
target = np.array([[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[1, 1, 1, 1, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])
assert np.allclose(center_region_mask, target)
assert np.allclose(sin_map, np.zeros(img_size))
assert np.allclose(cos_map, target)
# test generate_effective_mask
polys_ignore = text_polys
output = target_generator.generate_effective_mask(img_size, polys_ignore)
target = np.array([[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[1, 1, 1, 1, 1, 1, 1, 1, 1, 1]])
assert np.allclose(output, target)
# test generate_targets
results = {}
results['img'] = np.zeros((3, 10, 3), np.uint8)
results['gt_masks'] = PolygonMasks(text_polys, 3, 10)
results['gt_masks_ignore'] = PolygonMasks([], 3, 10)
results['img_shape'] = (3, 10, 3)
results['mask_fields'] = []
output = target_generator(results)
assert len(output['gt_text_mask']) == 1
assert len(output['gt_center_region_mask']) == 1
assert len(output['gt_mask']) == 1
assert len(output['gt_radius_map']) == 1
assert len(output['gt_sin_map']) == 1
assert len(output['gt_cos_map']) == 1
bundle = cf_bundle.CustomFormatBundle(keys=[
'gt_text_mask', 'gt_center_region_mask', 'gt_mask', 'gt_radius_map',
'gt_sin_map', 'gt_cos_map'
],
visualize=dict(
flag=True,
boundary_key='gt_text_mask'))
bundle(output)
assert 'gt_text_mask' in output.keys()
assert 'gt_center_region_mask' in output.keys()
assert 'gt_mask' in output.keys()
assert 'gt_radius_map' in output.keys()
assert 'gt_sin_map' in output.keys()
assert 'gt_cos_map' in output.keys()
mock_show_feature.assert_called_once()