Fine-grained classification on Caltech101 (base classes)
98.23AccuracyMBLS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MBLSPrompt Strategy=MaPLe2026.02 | 98.23 | 5.03 | — | |
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 98.19 | 1.2 | — | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 98.07 | 5.41 | — | |
| TCPTPrompt Strategy=CoOp2026.02 | 98.06 | 1.01 | — | |
| CoOp2026.02 | 97.98 | 0.66 | — | |
| MaPLe2026.02 | 97.97 | 1.54 | — | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 97.97 | 1.26 | — | |
| TCPTPrompt Strategy=MaPLe2026.02 | 97.97 | 1.19 | — | |
| MBLSPrompt Strategy=CoOp2026.02 | 97.89 | 9.6 | — | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 97.85 | 4.35 | — | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 97.81 | 4.3 | — | |
| PenaltyPrompt Strategy=CoOp2026.02 | 97.72 | 4.79 | — | |
| KGCoOp2026.02 | 97.7 | 2.92 | — | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 97.7 | 3.27 | — | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 97.68 | 1.88 | — | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 97.66 | 4.16 | — | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 97.57 | 23.3 | — | |
| TCPTBackbone=ViT-B/322026.02 | 97.46 | 0.92 | — | |
| Zero Shot2026.02 | 97.2 | 6.49 | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 97.18 | 1.98 | — | |
| CoOpBackbone=ViT-B/322026.02 | 97.05 | 1.17 | — | |
| PenaltyBackbone=ViT-B/322026.02 | 96.73 | 4.88 | — | |
| PenaltyBackbone=RN-502026.02 | 96.31 | 6.21 | — | |
| ZS-NormBackbone=RN-502026.02 | 95.55 | 4.04 | — | |
| TCPTBackbone=RN-502026.02 | 95.44 | 1.37 | — | |
| CoOpBackbone=RN-502026.02 | 95.22 | 1.27 | — | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 94.14 | 1.65 | — |