224 by 224 is a common practice to make 32x32 = 1024 more samples from one 256 by 256 input since AlexNet. I am afraid it is hard coded in the input layer and you need to crop images by yourself.
You may want to try ImageAugmentationLayer mentioned in this blog. Prepend this layer to your NN will do the image augmentation for you.
