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DeeplabV3+-Retraining

使用自己的数据集Retraining DeeplabV3+

要求:

tensorflow-1.10.0
keras-2.1.6

说明:

使用的MNIST数据集进行的一个简单的fine tune的演示。
需要使用自己的其他数据集,只需要修改模型的input_shape, classes以及选择想用的backbones,并写好自己的data_generator喂数据就好了。
如果你有GPU,修改train.py中的use_gpu为True并设置gpus为你的gpu个数。
建议在gpu上训练。

训练:

train.py能直接运行并开始训练MNIST数据集。
Keras会自动下载mnist数据集文件:mnist.npz,并且会自动下载预训练好的模型参数文件:deeplabv3_xception_tf_dim_ordering_tf_kernels.h5,deeplabv3_mobilenetv2_tf_dim_ordering_tf_kernels.h5基于你选用的不同backbones。

一些训练完毕的效果图片:



Reference

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