Interesting, thanks for sharing! Somehow I'm not surprised. My experience building systems for real world applications is that choosing a simple CNN is usually the way to go, and it's all in the data. Choosing more complex model classes also comes at a cost, higher variance and more likelihood of issues related to robustness and generalization.