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Benchmarks
Base-to-New Generalization on 11 Datasets Average (16-shot)
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0.8263
Base Performance
CoOp
0.749028
0.769089
0.78915
0.809211
Mar 23, 2023
Base Performance
New Generalization Performance
H Score (Harmonic Mean)
Updated 4d ago
Evaluation Results
Method
Method
Links
Base Performance
New Generalization Performance
H Score (Harmonic Mean)
CoOp
Backbone=ViT-B/16
2023.03
0.8263
0.6799
0.746
ProGrad
Backbone=ViT-B/16
2023.03
0.8248
0.7075
0.7616
KgCoOp
Backbone=ViT-B/16
2023.03
0.8073
0.736
0.77
CoCoOp
Backbone=ViT-B/16
2023.03
0.8047
0.7169
0.7583
ProGrad
Backbone=ResNet-50
2023.03
0.7798
0.6441
0.6994
CoOp
Backbone=ResNet-50
2023.03
0.7724
0.574
0.6586
KgCoOp
Backbone=ResNet-50
2023.03
0.7551
0.6753
0.713
CoCoOp
Backbone=ResNet-50
2023.03
0.752
0.6364
0.689
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