It looks like that's the case -- none of the example images on the front page work for me.

Same for me. Tried safari and chrome.

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.