Dog breed identification is a very specific application of convolutional neural networks. It falls under the category of finedgrained image classification problem, where inter -class variations are small and often one small part of the image considered makes the difference in the classification and identification. The various classes of ImageNet can have large inter-class variations, making it easier to categorize correctly.