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Benchmarks
Image Classification on Biomedical Datasets Average (test)
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72.42
Accuracy
BiomedCoOp
40.8352
49.0351
57.235
65.4349
Nov 21, 2024
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
BiomedCoOp
K (Number of Shots)=16
2024.11
72.42
XCoOp
K (Number of Shots)=16...
2024.11
71.04
DCPL*
K (Number of Shots)=16...
2024.11
68.79
BiomedCoOp
K (Number of Shots)=8
2024.11
68.32
XCoOp
K (Number of Shots)=8,...
2024.11
66.37
BiomedCoOp
K (Number of Shots)=4
2024.11
63.95
DCPL*
K (Number of Shots)=8,...
2024.11
62.85
XCoOp
K (Number of Shots)=4,...
2024.11
60.87
BiomedCoOp
K (Number of Shots)=2
2024.11
59.13
BiomedCoOp
K (Number of Shots)=1
2024.11
57.03
DCPL*
K (Number of Shots)=4,...
2024.11
56.62
XCoOp
K (Number of Shots)=2,...
2024.11
55.39
BiomedCLIP + Selection
zero-shot=true, select...
2024.11
53.72
XCoOp
K (Number of Shots)=1,...
2024.11
52.5
BiomedCLIP + Ensemble
zero-shot=true, ensemb...
2024.11
52.27
DCPL*
K (Number of Shots)=2,...
2024.11
51.65
DCPL*
K (Number of Shots)=1,...
2024.11
45.65
BiomedCLIP
zero-shot=true
2024.11
42.05
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