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Benchmarks
Multiclass Classification on iWildCam WILDS 2.0 (OOD)
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46
Macro F1
FLYP
6.688
16.894
27.1
37.306
Nov 7, 2022
Dec 26, 2022
Feb 13, 2023
Apr 4, 2023
May 23, 2023
Jul 11, 2023
Aug 30, 2023
Macro F1
Updated 4d ago
Evaluation Results
Method
Method
Links
Macro F1
FLYP
Architecture=ViTL-336px
2022.12
46
Model Soups
Architecture=ViTL
2022.12
43.3
ERM
Architecture=ViTL
2022.12
41.4
ERM
Architecture=PNASNet
2022.12
38.5
Okapi
Variant=Ours
2022.11
36.1
FixMatch
Source=Our re-run
2022.11
35.2
CORAL + SDG
Base Algorithm=CORAL,...
2023.08
34.6
CORAL + SAND-MASK
Base Algorithm=CORAL,...
2023.08
33.9
ERM
Source=Our re-run
2022.11
33.3
ABSGD
Architecture=ResNet50
2022.12
33
FISH + SDG
Base Algorithm=FISH, O...
2023.08
32.9
CORAL
Base Algorithm=CORAL,...
2023.08
32.8
ERM
Source=WILDS benchmark...
2022.11
32.2
FixMatch
Source=WILDS benchmark...
2022.11
31
ERM
Base Algorithm=ERM
2023.08
31
FISH
Base Algorithm=FISH, O...
2023.08
22
CORAL + AND-MASK
Base Algorithm=CORAL,...
2023.08
8.2
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