Image Classification Popular Image Datasets Dataset Training Set Size Testing Set Size Number of Classes Comments Flowers 2500 2500 5 Various sizes (source: Flickr) Cifar10 60k 10k 10 32x32 color MNIST 60k 10k 10 28x28 gray ImageNet 1.2M 50k 1000 Various sizes Transfer Learning tensorflow/models/research/slim