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Benchmarks
Image Classification on Average (11 datasets) Base classes
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86.11
Accuracy
FARL
68.6692
73.1971
77.725
82.2529
Dec 4, 2025
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
FARL
Protocol=Base-to-novel...
2025.12
86.11
MMRL
Protocol=Base-to-novel...
2025.12
85.66
ProVP
Protocol=Base-to-novel...
2025.12
85.2
TCP
Protocol=Base-to-novel...
2025.12
84.13
PLOT
Protocol=Base-to-novel...
2025.12
83.98
MetaPrompt
Protocol=Base-to-novel...
2025.12
83.66
MMA
Protocol=Base-to-novel...
2025.12
83.2
CoOp
Protocol=Base-to-novel...
2025.12
82.38
MaPLe
Protocol=Base-to-novel...
2025.12
82.28
KgCoOp
Protocol=Base-to-novel...
2025.12
80.73
CoCoOp
Protocol=Base-to-novel...
2025.12
80.47
CLIP
Protocol=Base-to-novel...
2025.12
69.34
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