Propose an experiment to isolate the true contributing factor to the improved performance of ResNet50 over your custom architecture, considering both algorithmic differences and dataset augmentation.

Design a controlled experiment where both architectures are evaluated using the same hand-designed dataset augmentation schemes. This will help determine whether the improvements in ResNet50 are due to its inherent properties or the synthetic transformations used.