[Caffe]:关于Check failed: shape[i] >= 0 (-2 vs. 0)错误
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错误发现及分析
当使用caffe训练网络的时候,出现如题错误,我们可以分析下日志,日志如下:
我们可以看出,在错误发生前生成的Top shape:64 2048 4 4
。也就是feature size是4 × 4的。然后再看看pool5对应的pooling layer的设置:
发现pooling的核大小被设置成7,这就是问题的所在了。
解决方案
- 改变输入图像的大小,可以使feature map size变大
- 更改kernel_size的大小
第二种方法比较直接。
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