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-import paddlex as pdx
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-from paddlex import transforms as T
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-
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-# 下载和解压视盘分割数据集
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-optic_dataset = 'https://bj.bcebos.com/paddlex/datasets/optic_disc_seg.tar.gz'
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-pdx.utils.download_and_decompress(optic_dataset, path='./')
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-
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-# 定义训练和验证时的transforms
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-# API说明:https://github.com/PaddlePaddle/PaddleX/blob/release/2.0-rc/paddlex/cv/transforms/operators.py
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-train_transforms = T.Compose([
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- T.Resize(target_size=512),
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- T.RandomHorizontalFlip(),
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- T.Normalize(
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- mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]),
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-])
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-
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-eval_transforms = T.Compose([
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- T.Resize(target_size=512),
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- T.Normalize(
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- mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]),
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-])
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-
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-# 定义训练和验证所用的数据集
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-# API说明:https://github.com/PaddlePaddle/PaddleX/blob/release/2.0-rc/paddlex/cv/datasets/seg_dataset.py#L22
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-train_dataset = pdx.datasets.SegDataset(
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- data_dir='optic_disc_seg',
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- file_list='optic_disc_seg/train_list.txt',
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- label_list='optic_disc_seg/labels.txt',
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- transforms=train_transforms,
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- shuffle=True)
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-
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-eval_dataset = pdx.datasets.SegDataset(
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- data_dir='optic_disc_seg',
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- file_list='optic_disc_seg/val_list.txt',
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- label_list='optic_disc_seg/labels.txt',
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- transforms=eval_transforms,
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- shuffle=False)
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-
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-# 初始化模型,并进行训练
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-# 可使用VisualDL查看训练指标,参考https://github.com/PaddlePaddle/PaddleX/tree/release/2.0-rc/tutorials/train#visualdl可视化训练指标
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-num_classes = len(train_dataset.labels)
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-model = pdx.seg.DeepLabV3P(num_classes=num_classes, backbone='ResNet50_vd')
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-
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-# API说明:https://github.com/PaddlePaddle/PaddleX/blob/release/2.0-rc/paddlex/cv/models/segmenter.py#L150
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-# 各参数介绍与调整说明:https://paddlex.readthedocs.io/zh_CN/develop/appendix/parameters.html
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-model.train(
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- num_epochs=10,
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- train_dataset=train_dataset,
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- train_batch_size=4,
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- eval_dataset=eval_dataset,
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- learning_rate=0.01,
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- save_dir='output/deeplabv3p_r50vd')
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