This means the structure is a little bit different by ResNet for ImageNet, and 3x3convolution with the number of filters 16 32 64 128 should be used for CIFAR10?  I also noticed in the “Deep Residual Learning for Image Recognition” paper the numbers of filters are considered 16 32 64.