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As I noticed, many other published models were built on VGG16. Have you tried applying VGG16 to your framework ? I think resnet50 can help get better performance when compared...

I clone the git, install the PSP net version caffe, and also download the pretrained model. After I change the path to my own dataset, I use the bash code:...