Fine-grained classification on DTD (base classes)
81.02AccuracyZS-Norm
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZS-NormPrompt Strategy=CoOp2026.02 | 81.02 | 49.53 | — | — | |
| TCPTPrompt Strategy=MaPLe2026.02 | 80.73 | 3.56 | — | — | |
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 80.67 | 3.86 | — | — | |
| TCPTPrompt Strategy=CoOp2026.02 | 80.44 | 2.42 | — | — | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 80.43 | 7.02 | — | — | |
| MBLSPrompt Strategy=MaPLe2026.02 | 80.03 | 4.79 | — | — | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 79.94 | 9.03 | — | — | |
| MaPLe2026.02 | 79.63 | 4.18 | — | — | |
| KGCoOp2026.02 | 79.4 | 8.39 | — | — | |
| TCPTBackbone=ViT-B/322026.02 | 79.01 | 4.77 | — | — | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 78.74 | 11.12 | — | — | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 78.6 | 5.98 | — | — | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 78.47 | 7.01 | — | — | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 78.4 | 20.4 | — | — | |
| CoOpBackbone=ViT-B/322026.02 | 77.55 | 6.15 | — | — | |
| PenaltyPrompt Strategy=CoOp2026.02 | 77.32 | 21.84 | — | — | |
| MBLSPrompt Strategy=CoOp2026.02 | 76.34 | 4.25 | — | — | |
| CoOp2026.02 | 76.27 | 12.17 | — | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 76.23 | 38.62 | — | — | |
| TCPTBackbone=RN-502026.02 | 75.42 | 5.87 | — | — | |
| CoOpBackbone=RN-502026.02 | 74.85 | 8.65 | — | — | |
| ZS-NormBackbone=RN-502026.02 | 74.27 | 37.15 | — | — | |
| PenaltyBackbone=ViT-B/322026.02 | 69.64 | 22 | — | — | |
| PenaltyBackbone=RN-502026.02 | 68.48 | 18.93 | — | — | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 64.6 | 19.97 | — | — | |
| Zero Shot2026.02 | 53 | 4.53 | — | — | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 51.49 | 6.37 | — | — | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | — | — | 5.68 | 12.01 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | — | — | 1.61 | 8.39 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | — | — | 1.04 | 3.71 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | — | — | 4.3 | 21.48 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | — | — | 3.69 | 20.23 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | — | — | 2.87 | 10.66 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | — | — | 0.56 | 2.01 | |
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | — | — | 1.5 | 7.55 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | — | — | 1.12 | 7.21 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | — | — | 14.76 | 49.53 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | — | — | 2.8 | 12.37 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | — | — | 3.85 | 20.4 |