VGG19網絡結構詳解以及使用pytorch進行模型與訓練

features.0.weight torch.Size([64, 3, 3, 3])
features.0.bias torch.Size([64])
features.1.weight torch.Size([64])
features.1.bias torch.Size([64])
features.1.running_mean torch.Size([64])
features.1.running_var torch.Size([64])
features.3.weight torch.Size([64, 64, 3, 3])
features.3.bias torch.Size([64])
features.4.weight torch.Size([64])
features.4.bias torch.Size([64])
features.4.running_mean torch.Size([64])
features.4.running_var torch.Size([64])
features.7.weight torch.Size([128, 64, 3, 3])
features.7.bias torch.Size([128])
features.8.weight torch.Size([128])
features.8.bias torch.Size([128])
features.8.running_mean torch.Size([128])
features.8.running_var torch.Size([128])
features.10.weight torch.Size([128, 128, 3, 3])
features.10.bias torch.Size([128])
features.11.weight torch.Size([128])
features.11.bias torch.Size([128])
features.11.running_mean torch.Size([128])
features.11.running_var torch.Size([128])
features.14.weight torch.Size([256, 128, 3, 3])
features.14.bias torch.Size([256])
features.15.weight torch.Size([256])
features.15.bias torch.Size([256])
features.15.running_mean torch.Size([256])
features.15.running_var torch.Size([256])
features.17.weight torch.Size([256, 256, 3, 3])
features.17.bias torch.Size([256])
features.18.weight torch.Size([256])
features.18.bias torch.Size([256])
features.18.running_mean torch.Size([256])
features.18.running_var torch.Size([256])
features.20.weight torch.Size([256, 256, 3, 3])
features.20.bias torch.Size([256])
features.21.weight torch.Size([256])
features.21.bias torch.Size([256])
features.21.running_mean torch.Size([256])
features.21.running_var torch.Size([256])
features.24.weight torch.Size([512, 256, 3, 3])
features.24.bias torch.Size([512])
features.25.weight torch.Size([512])
features.25.bias torch.Size([512])
features.25.running_mean torch.Size([512])
features.25.running_var torch.Size([512])
features.27.weight torch.Size([512, 512, 3, 3])
features.27.bias torch.Size([512])
features.28.weight torch.Size([512])
features.28.bias torch.Size([512])
features.28.running_mean torch.Size([512])
features.28.running_var torch.Size([512])
features.30.weight torch.Size([512, 512, 3, 3])
features.30.bias torch.Size([512])
features.31.weight torch.Size([512])
features.31.bias torch.Size([512])
features.31.running_mean torch.Size([512])
features.31.running_var torch.Size([512])
features.34.weight torch.Size([512, 512, 3, 3])
features.34.bias torch.Size([512])
features.35.weight torch.Size([512])
features.35.bias torch.Size([512])
features.35.running_mean torch.Size([512])
features.35.running_var torch.Size([512])
features.37.weight torch.Size([512, 512, 3, 3])
features.37.bias torch.Size([512])
features.38.weight torch.Size([512])
features.38.bias torch.Size([512])
features.38.running_mean torch.Size([512])
features.38.running_var torch.Size([512])
features.40.weight torch.Size([512, 512, 3, 3])
features.40.bias torch.Size([512])
features.41.weight torch.Size([512])
features.41.bias torch.Size([512])
features.41.running_mean torch.Size([512])
features.41.running_var torch.Size([512])
classifier.0.weight torch.Size([4096, 25088])
classifier.0.bias torch.Size([4096])
classifier.3.weight torch.Size([4096, 4096])
classifier.3.bias torch.Size([4096])
classifier.6.weight torch.Size([1000, 4096])
classifier.6.bias torch.Size([1000])