Solved by ptrblck in post #2 
              
              
                Yes, it’s a data augmentation method. 
Often your crop size is not much smaller than the original image size, e.g. you are cropping 224x224 patches out of a 256x256 image. 
However, some techniques (IIRC in Inception) use larger differences between the crop size and original size.