Most of the CNN architectures like Alex-net , Resnet , /inception net take 224 x 224 size images as their input . Is there any popular opensource CNN architectures to do transfer learning for images of small size like MNIST images ? I know about LeNet architecture . Is there are any other architecture similar to it . I need weights of such opensource implementation to do transfer learning .