Why does model(img) works but model(torch.Tensor(img)) does not, despite having the same shape resulting in the following error?

RuntimeError: Sizes of tensors must match except in dimension 2. Got 1 and 2 (The offending index is 0)

img is of shape (720, 1280, 3) and of type int.
Thanks