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Few-shot Image Classification on Caltech101 (test)

94.17Accuracy (1-shot)

MMRL

Updated 4d ago

Evaluation Results

Method	Links
MMRL 2025.03		94.17	94.83	96.03	96.27	97.13
MMRL 2025.05		94.17	94.83	96.03	96.27	97.13
MMRL++ 2025.05		94.07	94.9	95.8	96.13	96.73
CoCoOp 2025.03		93.83	94.82	94.98	95.04	95.16
CoCoOp 2025.05		93.83	94.82	94.98	95.04	95.16
PromptSRC 2025.03		93.67	94.53	95.27	95.67	96.07
PromptSRC 2025.05		93.67	94.53	95.27	95.67	96.07
MMA 2025.03		92.9	94	94.33	95.37	96.33
MMA 2025.05		92.9	94	94.33	95.37	96.33
CoOp 2025.03		92.6	93.07	94.4	94.37	95.57
CoOp 2025.05		92.6	93.07	94.4	94.37	95.57
MaPLe 2025.03		92.57	93.97	94.43	95.2	96
MaPLe 2025.05		92.57	93.97	94.43	95.2	96
Linear probe CLIP 2025.03		79.88	89.01	92.05	93.41	95.43
Linear probe CLIP 2025.05		79.88	89.01	92.05	93.41	95.43