Solved by ptrblck in post #2 
              
              
                The pretrained models are most likely sticking to the literature for the corresponding model, which often used input images of the shape 224 x 224 (often randomly cropped to this shape). 
Since these torchvision models use adaptive pooling layers the strict size restriction was relaxed and you would…