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Benchmarks
Fine-grained Image Classification on OxfordPets (New classes)
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98.07
Accuracy
MMA
95.9172
96.4761
97.035
97.5939
Dec 4, 2025
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
MMA
Protocol=Base-to-novel...
2025.12
98.07
KgCoOp
Protocol=Base-to-novel...
2025.12
97.76
MaPLe
Protocol=Base-to-novel...
2025.12
97.76
CoCoOp
Protocol=Base-to-novel...
2025.12
97.69
ProVP
Protocol=Base-to-novel...
2025.12
97.65
FARL
Protocol=Base-to-novel...
2025.12
97.63
MMRL
Protocol=Base-to-novel...
2025.12
97.27
CLIP
Protocol=Base-to-novel...
2025.12
97.26
TCP
Protocol=Base-to-novel...
2025.12
97.2
MetaPrompt
Protocol=Base-to-novel...
2025.12
97
PLOT
Protocol=Base-to-novel...
2025.12
96.83
CoOp
Protocol=Base-to-novel...
2025.12
96
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