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# dataset settings | |
dataset_type = 'LEVIRCDDataset' | |
data_root = r'data/LEVIRCD' | |
albu_train_transforms = [ | |
dict(type='RandomBrightnessContrast', p=0.2), | |
dict(type='HorizontalFlip', p=0.5), | |
dict(type='VerticalFlip', p=0.5) | |
] | |
train_pipeline = [ | |
dict(type='LoadMultipleRSImageFromFile'), | |
dict(type='LoadAnnotations'), | |
dict(type='Albu', transforms=albu_train_transforms), | |
dict(type='ConcatCDInput'), | |
dict(type='PackSegInputs') | |
] | |
test_pipeline = [ | |
dict(type='LoadMultipleRSImageFromFile'), | |
dict(type='LoadAnnotations'), | |
dict(type='ConcatCDInput'), | |
dict(type='PackSegInputs') | |
] | |
tta_pipeline = [ | |
dict(type='LoadMultipleRSImageFromFile'), | |
dict( | |
type='TestTimeAug', | |
transforms=[[dict(type='LoadAnnotations')], | |
[dict(type='ConcatCDInput')], | |
[dict(type='PackSegInputs')]]) | |
] | |
train_dataloader = dict( | |
batch_size=4, | |
num_workers=4, | |
persistent_workers=True, | |
sampler=dict(type='InfiniteSampler', shuffle=True), | |
dataset=dict( | |
type=dataset_type, | |
data_root=data_root, | |
data_prefix=dict( | |
img_path='train/A', | |
img_path2='train/B', | |
seg_map_path='train/label'), | |
pipeline=train_pipeline)) | |
val_dataloader = dict( | |
batch_size=1, | |
num_workers=4, | |
persistent_workers=True, | |
sampler=dict(type='DefaultSampler', shuffle=False), | |
dataset=dict( | |
type=dataset_type, | |
data_root=data_root, | |
data_prefix=dict( | |
img_path='test/A', img_path2='test/B', seg_map_path='test/label'), | |
pipeline=test_pipeline)) | |
test_dataloader = val_dataloader | |
val_evaluator = dict(type='IoUMetric', iou_metrics=['mIoU']) | |
test_evaluator = val_evaluator | |