For more details, you can check out this repository. Note the above-reported models were trained for 10 epochs on 90% of the training set of Cats and Dogs unlike this example. Also, note that the increase in the number of parameters due to the resizing module is very negligible. To ensure that the improvement in the performance is not due to stochasticity, the models were trained using the same initial random weights.