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by im3w1l 2722 days ago
To be fair there is a lot of domain knowledge embedded in the use of a convolutional architecture. There is a fascinating paper where the authors don't even train the weights of the convolutional layers and are still able to achieve good performance.

https://arxiv.org/pdf/1606.04801v2.pdf