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Bigger ResNets #11

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Bigger ResNets #11

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adjavon
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@adjavon adjavon commented Sep 20, 2024

Current ResNet model is only ResNet18, which is much smaller than the Vgg and therefore probably not a fair comparison.
It also splits ResNet 2d and 3d, with a large amount of overlap.

This PR modifies the code to:

  • Merge ResNet 2d and 3d into a single class (with convenience classes added in, for backwards compatibility)
  • Add ResNet34
  • Add ResNet50
  • Add ResNet101
  • Add ResNet152

@adjavon adjavon self-assigned this Sep 20, 2024
Instead of specifically defining version 18, 34, we can just define the
number of repeats for each set of blocks.
@adjavon adjavon marked this pull request as ready for review September 25, 2024 21:02
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