Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/ResMLP-12

ResMLP-12

Reported on 8 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision6 results

Image ClassificationonStanford Cars
Accuracy· 2021-05-07
84.6
best: 96.868 (efficient adaptive ensembling)
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404
Image ClassificationoniNaturalist 2018
Top-1 Accuracy· 2021-05-07
60.2
best: 94.6 (OmniVec2)
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404
Image ClassificationonCertificate Verification
Percentage correct· 2021-05-07
98.1
best: 98.7 (ResMLP-24)
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404
Image ClassificationonCertificate Verification
Top-1 Accuracy· 2021-05-07
98.1
best: 98.7 (ResMLP-24)
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404
Image ClassificationoniNaturalist 2019
Top-1 Accuracy· 2021-05-07
71
best: 88.5 (Hiera-H (448px))
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404
Image ClassificationonCIFAR-100
Percentage correct· uses extra data· 2021-05-07
87
best: 96.08 (EffNet-L2 (SAM))
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404

Natural Language Processing2 results

Machine TranslationonWMT2014 English-German
BLEU score· 2021-05-07
26.8
best: 35.14 (Transformer Cycle (Rev))
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404
Machine TranslationonWMT2014 English-French
BLEU score· 2021-05-07
40.6
best: 46.4 (Transformer+BT (ADMIN init))
ResMLP: Feedforward networks for image classification with data-efficient training arXiv:2105.03404