|
img_norm_cfg = dict( |
|
mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) |
|
|
|
|
|
leval_prop_range_icdar2015 = ((0, 0.4), (0.3, 0.7), (0.6, 1.0)) |
|
train_pipeline_icdar2015 = [ |
|
dict(type='LoadImageFromFile', color_type='color_ignore_orientation'), |
|
dict( |
|
type='LoadTextAnnotations', |
|
with_bbox=True, |
|
with_mask=True, |
|
poly2mask=False), |
|
dict( |
|
type='ColorJitter', |
|
brightness=32.0 / 255, |
|
saturation=0.5, |
|
contrast=0.5), |
|
dict(type='Normalize', **img_norm_cfg), |
|
dict(type='RandomScaling', size=800, scale=(3. / 4, 5. / 2)), |
|
dict( |
|
type='RandomCropFlip', crop_ratio=0.5, iter_num=1, min_area_ratio=0.2), |
|
dict( |
|
type='RandomCropPolyInstances', |
|
instance_key='gt_masks', |
|
crop_ratio=0.8, |
|
min_side_ratio=0.3), |
|
dict( |
|
type='RandomRotatePolyInstances', |
|
rotate_ratio=0.5, |
|
max_angle=30, |
|
pad_with_fixed_color=False), |
|
dict(type='SquareResizePad', target_size=800, pad_ratio=0.6), |
|
dict(type='RandomFlip', flip_ratio=0.5, direction='horizontal'), |
|
dict(type='Pad', size_divisor=32), |
|
dict( |
|
type='FCENetTargets', |
|
fourier_degree=5, |
|
level_proportion_range=leval_prop_range_icdar2015), |
|
dict( |
|
type='CustomFormatBundle', |
|
keys=['p3_maps', 'p4_maps', 'p5_maps'], |
|
visualize=dict(flag=False, boundary_key=None)), |
|
dict(type='Collect', keys=['img', 'p3_maps', 'p4_maps', 'p5_maps']) |
|
] |
|
|
|
img_scale_icdar2015 = (2260, 2260) |
|
test_pipeline_icdar2015 = [ |
|
dict(type='LoadImageFromFile', color_type='color_ignore_orientation'), |
|
dict( |
|
type='MultiScaleFlipAug', |
|
img_scale=img_scale_icdar2015, |
|
flip=False, |
|
transforms=[ |
|
dict(type='Resize', keep_ratio=True), |
|
dict(type='Normalize', **img_norm_cfg), |
|
dict(type='Pad', size_divisor=32), |
|
dict(type='ImageToTensor', keys=['img']), |
|
dict(type='Collect', keys=['img']), |
|
]) |
|
] |
|
|
|
|
|
leval_prop_range_ctw1500 = ((0, 0.25), (0.2, 0.65), (0.55, 1.0)) |
|
train_pipeline_ctw1500 = [ |
|
dict(type='LoadImageFromFile', color_type='color_ignore_orientation'), |
|
dict( |
|
type='LoadTextAnnotations', |
|
with_bbox=True, |
|
with_mask=True, |
|
poly2mask=False), |
|
dict( |
|
type='ColorJitter', |
|
brightness=32.0 / 255, |
|
saturation=0.5, |
|
contrast=0.5), |
|
dict(type='Normalize', **img_norm_cfg), |
|
dict(type='RandomScaling', size=800, scale=(3. / 4, 5. / 2)), |
|
dict( |
|
type='RandomCropFlip', crop_ratio=0.5, iter_num=1, min_area_ratio=0.2), |
|
dict( |
|
type='RandomCropPolyInstances', |
|
instance_key='gt_masks', |
|
crop_ratio=0.8, |
|
min_side_ratio=0.3), |
|
dict( |
|
type='RandomRotatePolyInstances', |
|
rotate_ratio=0.5, |
|
max_angle=30, |
|
pad_with_fixed_color=False), |
|
dict(type='SquareResizePad', target_size=800, pad_ratio=0.6), |
|
dict(type='RandomFlip', flip_ratio=0.5, direction='horizontal'), |
|
dict(type='Pad', size_divisor=32), |
|
dict( |
|
type='FCENetTargets', |
|
fourier_degree=5, |
|
level_proportion_range=leval_prop_range_ctw1500), |
|
dict( |
|
type='CustomFormatBundle', |
|
keys=['p3_maps', 'p4_maps', 'p5_maps'], |
|
visualize=dict(flag=False, boundary_key=None)), |
|
dict(type='Collect', keys=['img', 'p3_maps', 'p4_maps', 'p5_maps']) |
|
] |
|
|
|
img_scale_ctw1500 = (1080, 736) |
|
test_pipeline_ctw1500 = [ |
|
dict(type='LoadImageFromFile', color_type='color_ignore_orientation'), |
|
dict( |
|
type='MultiScaleFlipAug', |
|
img_scale=img_scale_ctw1500, |
|
flip=False, |
|
transforms=[ |
|
dict(type='Resize', keep_ratio=True), |
|
dict(type='Normalize', **img_norm_cfg), |
|
dict(type='Pad', size_divisor=32), |
|
dict(type='ImageToTensor', keys=['img']), |
|
dict(type='Collect', keys=['img']), |
|
]) |
|
] |
|
|