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img_norm_cfg = dict( | |
mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) | |
train_pipeline_r18 = [ | |
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), | |
dict(type='Normalize', **img_norm_cfg), | |
dict( | |
type='ImgAug', | |
args=[['Fliplr', 0.5], | |
dict(cls='Affine', rotate=[-10, 10]), ['Resize', [0.5, 3.0]]]), | |
dict(type='EastRandomCrop', target_size=(640, 640)), | |
dict(type='DBNetTargets', shrink_ratio=0.4), | |
dict(type='Pad', size_divisor=32), | |
dict( | |
type='CustomFormatBundle', | |
keys=['gt_shrink', 'gt_shrink_mask', 'gt_thr', 'gt_thr_mask'], | |
visualize=dict(flag=False, boundary_key='gt_shrink')), | |
dict( | |
type='Collect', | |
keys=['img', 'gt_shrink', 'gt_shrink_mask', 'gt_thr', 'gt_thr_mask']) | |
] | |
test_pipeline_1333_736 = [ | |
dict(type='LoadImageFromFile', color_type='color_ignore_orientation'), | |
dict( | |
type='MultiScaleFlipAug', | |
img_scale=(1333, 736), # used by Resize | |
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']), | |
]) | |
] | |
# for dbnet_r50dcnv2_fpnc | |
img_norm_cfg_r50dcnv2 = dict( | |
mean=[122.67891434, 116.66876762, 104.00698793], | |
std=[58.395, 57.12, 57.375], | |
to_rgb=True) | |
train_pipeline_r50dcnv2 = [ | |
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), | |
dict(type='Normalize', **img_norm_cfg_r50dcnv2), | |
dict( | |
type='ImgAug', | |
args=[['Fliplr', 0.5], | |
dict(cls='Affine', rotate=[-10, 10]), ['Resize', [0.5, 3.0]]]), | |
dict(type='EastRandomCrop', target_size=(640, 640)), | |
dict(type='DBNetTargets', shrink_ratio=0.4), | |
dict(type='Pad', size_divisor=32), | |
dict( | |
type='CustomFormatBundle', | |
keys=['gt_shrink', 'gt_shrink_mask', 'gt_thr', 'gt_thr_mask'], | |
visualize=dict(flag=False, boundary_key='gt_shrink')), | |
dict( | |
type='Collect', | |
keys=['img', 'gt_shrink', 'gt_shrink_mask', 'gt_thr', 'gt_thr_mask']) | |
] | |
test_pipeline_4068_1024 = [ | |
dict(type='LoadImageFromFile', color_type='color_ignore_orientation'), | |
dict( | |
type='MultiScaleFlipAug', | |
img_scale=(4068, 1024), # used by Resize | |
flip=False, | |
transforms=[ | |
dict(type='Resize', keep_ratio=True), | |
dict(type='Normalize', **img_norm_cfg_r50dcnv2), | |
dict(type='Pad', size_divisor=32), | |
dict(type='ImageToTensor', keys=['img']), | |
dict(type='Collect', keys=['img']), | |
]) | |
] | |