Tensorflow Invalid JPEG data or crop window, data size 之二

王小鹏鹏

已于 2025-02-20 17:31:13 修改

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分类专栏： Tensorflow 文章标签： tensorflow neo4j 人工智能

于 2019-01-29 16:54:11 首次发布

本文链接：https://blog.youkuaiyun.com/kingroc/article/details/86692291

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博客探讨了在Tensorflow中遇到Invalid JPEG data or crop window错误的原因，主要是由于数据集中存在下载不完整的JPG图片。解决方案是参照链接中的方法筛选并移除不完整图片。

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《Python检测数据不完整的JPG图片》

tensorflow.python.framework.errors_impl.InvalidArgumentError: Invalid JPEG data or crop window, data size 290491
	 [[Node: DecodeJpeg_1 = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_DecodeJPGInput_0_0)]]
	 [[Node: DecodeJpeg_1/_1 = _Recv[client_terminated=false, recv_device="/job:localhost/replica:0/task:0/device:GPU:0", send_device="/job:localhost/replica:0/task:0/device:CPU:0", send_device_incarnation=1, tensor_name="edge_2_DecodeJpeg_1", tensor_type=DT_UINT8, _device="/job:localhost/replica:0/task:0/device:GPU:0"]()]]

During handling of the above exception, another exception occurred

RuntimeError: Error during processing file train/hentai/c424a28a-33c6-4c2a-95bf-4e5651c480de.jpg (Invalid JPEG data or crop window, data size 290491
	 [[Node: DecodeJpeg_1 = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_DecodeJPGInput_0_0)]]
	 [[Node: DecodeJpeg_1/_1 = _Recv[client_terminated=false, recv_device="/job:localhost/replica:0/task:0/device:GPU:0", send_device="/job:localhost/replica:0/task:0/device:CPU:0", send_device_incarnation=1, tensor_name="edge_2_DecodeJpeg_1", tensor_type=DT_UINT8, _device="/job:localhost/replica:0/task:0/device:GPU:0"]()]]

出现这种问题就是因为，里面混入了下载不完整的图片。将这些图片去除掉。方式就是上面链接中的方式。