Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture

no code implementations • 21 Jun 2023 • Mehraveh Javan, Matthew Toews, Marco Pedersoli

To fully understand this problem, we analyse the performance of models independently trained with each pooling configurations on CIFAR10, using a ResNet20 network, and show that the position of the downsampling layers can highly influence the performance of a network and predefined downsampling configurations are not optimal.

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