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While using the pretrained inception v3 model I wasnt aware that the input size has to be 299x299, as I figured out after a little bit of try and error and searching.
I hope I didn't miss something in the docs, but if not it might make sense to add a small note in the models.inception_v3 doc that the expected tensor size is different for this model.