I think it's rescaling all images to fit the training size. If that is the case, then when your image has very different dimensions it gets distorted and confus

I think it's rescaling all images to fit the training size. If that is the case, then when your image has very different dimensions it gets distorted and confused. Try something with a height/width ratio like the samples.