Fine-grained classification on Food101 (base classes)
91.71AccuracyZS-Norm
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 91.71 | 2.2 | — | — | |
| MaPLe2026.02 | 90.8 | 0.78 | — | — | |
| MBLSPrompt Strategy=MaPLe2026.02 | 90.8 | 6.55 | — | — | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 90.73 | 3.87 | — | — | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 90.63 | 0.71 | — | — | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 90.59 | 1.73 | — | — | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 90.57 | 1.13 | — | — | |
| KGCoOp2026.02 | 90.57 | 1.68 | — | — | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 90.52 | 1.12 | — | — | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 90.5 | 3.64 | — | — | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 90.49 | 4.08 | — | — | |
| TCPTPrompt Strategy=MaPLe2026.02 | 90.43 | 0.65 | — | — | |
| TCPTPrompt Strategy=CoOp2026.02 | 90.38 | 0.3 | — | — | |
| CoOp2026.02 | 90.2 | 3.66 | — | — | |
| Zero Shot2026.02 | 90.1 | 1.57 | — | — | |
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 90.1 | 0.5 | — | — | |
| MBLSPrompt Strategy=CoOp2026.02 | 89.78 | 12.34 | — | — | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 89.52 | 3.14 | — | — | |
| PenaltyPrompt Strategy=CoOp2026.02 | 87.92 | 5.98 | — | — | |
| PenaltyBackbone=ViT-B/322026.02 | 86.05 | 4.45 | — | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 85.12 | 6 | — | — | |
| TCPTBackbone=ViT-B/322026.02 | 85.12 | 0.79 | — | — | |
| CoOpBackbone=ViT-B/322026.02 | 84.93 | 1.06 | — | — | |
| PenaltyBackbone=RN-502026.02 | 83.66 | 5.29 | — | — | |
| TCPTBackbone=RN-502026.02 | 82.77 | 0.84 | — | — | |
| ZS-NormBackbone=RN-502026.02 | 82.71 | 3.4 | — | — | |
| CoOpBackbone=RN-502026.02 | 82.54 | 1.15 | — | — | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | — | — | 1.72 | 3.65 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | — | — | 0.62 | 1.59 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | — | — | 0.34 | 0.73 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | — | — | 1.38 | 5.98 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | — | — | 1.11 | 3.71 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | — | — | 0.81 | 2.44 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | — | — | 0.12 | 0.21 | |
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | — | — | 1.47 | 3.66 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | — | — | 0.55 | 1.42 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | — | — | 0.9 | 3.14 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | — | — | 2.25 | 11.17 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | — | — | 0.64 | 1.69 |