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/SWAD (ResNet-50)

SWAD (ResNet-50)

Reported on 10 benchmarks across 2 tasks · 1 paper · 9 SOTA

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

Methodology5 results

Domain AdaptationonOffice-Home
Average Accuracy· 2021-02-17
70.6
best: 90.6 (MoA (OpenCLIP, ViT-B/16))
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain AdaptationonDomainNet
Average Accuracy· 2021-02-17
46.5
best: 67.4 (L2C (CLIP, ViT-L/14))
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain AdaptationonVLCS
Average Accuracy· 2021-02-17
79.1
best: 85.5 (CAR-FT (CLIP, ViT-B/16))
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain AdaptationonTerraIncognita
Average Accuracy· 2021-02-17
50
best: 69.6 (UniDG + CORAL + ConvNeXt-B)
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain AdaptationonPACS
Average Accuracy· 2021-02-17
88.1
best: 99 (SIMPLE+)
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604

Computer Vision5 results

Domain GeneralizationonPACS
Average Accuracy· 2021-02-17
88.1
best: 99 (SIMPLE+)
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain GeneralizationonOffice-Home
Average Accuracy· 2021-02-17
70.6
best: 90.6 (MoA (OpenCLIP, ViT-B/16))
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain GeneralizationonDomainNet
Average Accuracy· 2021-02-17
46.5
best: 67.4 (L2C (CLIP, ViT-L/14))
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain GeneralizationonVLCS
Average Accuracy· 2021-02-17
79.1
best: 85.5 (CAR-FT (CLIP, ViT-B/16))
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604
Domain GeneralizationonTerraIncognita
Average Accuracy· 2021-02-17
50
best: 69.6 (UniDG + CORAL + ConvNeXt-B)
SOTA
SWAD: Domain Generalization by Seeking Flat Minima arXiv:2102.08604