State-Of-The-Art CNN Networks

Hey :)

I am currently writing a thesis comparing different CNNs and Vision Transformers as backbones for various classifcation tasks. I have no problem finding novel ViT like architectures. However, its really hard for me to find CNN backbones that are new (released after 2019), somewhat competitive and not tailored for a certain domain or task (e.g. mobile deployment).

Currently I have EfficientNetV2, NfNets, CSPDarknet, RepVGG, RepLKNet, ConvNeXt (v2), and DeepMAD.

I tried researching survey papers as well as PapersWithCode …

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