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All Projects → leaderj1001 → Bag-of-MLP

leaderj1001 / Bag-of-MLP

Licence: MIT license
Bag of MLP

Programming Languages

python
139335 projects - #7 most used programming language

Bag-of-MLP

Reference

  • MLP-Mixer: An all-MLP Architecture for Vision, MLPMixer
    • Organization: Google Research, Brain Team
  • ResMLP: Feedforward networks for image classification with data-efficient training, ResMLP
    • Organization: Facebook AI, Sorbonne University, Inria
  • gMLP: Pay Attention to MLPs, gMLP
    • Organization: Google Research, Brain Team

Summary

  • MLPMixer

스크린샷 2021-05-10 오후 10 13 36

- ResMLP

스크린샷 2021-05-10 오후 10 13 51

- gMLP

스크린샷 2021-05-10 오후 10 13 51

Experiments

Model Dataset # of layers Patch Hidden Params (M) Acc (%)
ResNet50 baseline (ref) CIFAR10 23.5M 93.62 %
MLPMixer (S/32) CIFAR10 8 32 512 18.4M wip
ResMLP CIFAR10 12 32 512 26.8M wip
gMLP CIFAR10 20 16 256 19.7M 85.74 %
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