How to use ImageNet Database in Matlab
Use MatConvNet. They have samples for image-net classification, such as this. Pre-trained models already exist. You could also train on your own.


Check cnn_imagenet function in MatConvNet. You will find it useful.
There are tutorials. For example this one.