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# dataset settings
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dataset_type = 'CUB'
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preprocess_cfg = dict(
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# RGB format normalization parameters
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mean=[123.675, 116.28, 103.53],
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std=[58.395, 57.12, 57.375],
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# convert image from BGR to RGB
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to_rgb=True,
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)
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2022-03-16 16:22:28 +08:00
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train_pipeline = [
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dict(type='LoadImageFromFile'),
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dict(type='Resize', scale=510),
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dict(type='RandomCrop', size=384),
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dict(type='RandomFlip', prob=0.5, direction='horizontal'),
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dict(type='PackClsInputs'),
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2022-03-16 16:22:28 +08:00
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]
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2022-06-01 14:11:53 +08:00
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2022-03-16 16:22:28 +08:00
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test_pipeline = [
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dict(type='LoadImageFromFile'),
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2022-05-19 00:48:59 +08:00
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dict(type='Resize', scale=510),
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dict(type='CenterCrop', crop_size=384),
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2022-06-01 14:11:53 +08:00
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dict(type='PackClsInputs'),
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2022-03-16 16:22:28 +08:00
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]
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2022-06-01 14:11:53 +08:00
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common_data_cfg = dict(
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type=dataset_type,
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data_root='data/CUB_200_2011',
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ann_file='images.txt',
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image_class_labels_file='image_class_labels.txt',
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train_test_split_file='train_test_split.txt',
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data_prefix='images',
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)
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train_dataloader = dict(
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batch_size=8,
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num_workers=2,
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dataset=dict(**common_data_cfg, test_mode=False, pipeline=train_pipeline),
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sampler=dict(type='DefaultSampler', shuffle=True),
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persistent_workers=True,
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)
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val_dataloader = dict(
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batch_size=8,
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num_workers=2,
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dataset=dict(**common_data_cfg, test_mode=True, pipeline=test_pipeline),
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sampler=dict(type='DefaultSampler', shuffle=False),
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persistent_workers=True,
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)
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val_evaluator = dict(type='Accuracy', topk=(1, ))
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2022-03-16 16:22:28 +08:00
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2022-06-01 14:11:53 +08:00
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test_dataloader = val_dataloader
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test_evaluator = val_evaluator
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