Fine-grained Classification on SUN397 (base classes)
81.68AccuracyTCPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCPTPrompt Strategy=CoOp2026.02 | 81.68 | 1.22 | — | — | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 81.37 | 4.22 | — | — | |
| MBLSPrompt Strategy=CoOp2026.02 | 81.32 | 16.8 | — | — | |
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 81.32 | 2.01 | — | — | |
| CoOp2026.02 | 81.14 | 8.11 | — | — | |
| TCPTPrompt Strategy=MaPLe2026.02 | 81.1 | 1.55 | — | — | |
| PenaltyPrompt Strategy=CoOp2026.02 | 81.04 | 4.59 | — | — | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 80.97 | 2.33 | — | — | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 80.93 | 7.28 | — | — | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 80.86 | 8.16 | — | — | |
| MBLSPrompt Strategy=MaPLe2026.02 | 80.73 | 11.01 | — | — | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 80.73 | 2.84 | — | — | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 80.7 | 4.12 | — | — | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 80.63 | 6.51 | — | — | |
| KGCoOp2026.02 | 80.59 | 4.92 | — | — | |
| MaPLe2026.02 | 80.55 | 1.27 | — | — | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 80.51 | 8.5 | — | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 79.64 | 3.48 | — | — | |
| TCPTBackbone=ViT-B/322026.02 | 79.58 | 0.95 | — | — | |
| CoOpBackbone=ViT-B/322026.02 | 79.16 | 2.5 | — | — | |
| PenaltyBackbone=ViT-B/322026.02 | 78.95 | 5.42 | — | — | |
| TCPTBackbone=RN-502026.02 | 77.07 | 1.23 | — | — | |
| ZS-NormBackbone=RN-502026.02 | 76.67 | 4.35 | — | — | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 76.5 | 3.23 | — | — | |
| CoOpBackbone=RN-502026.02 | 76.37 | 2.81 | — | — | |
| PenaltyBackbone=RN-502026.02 | 74.57 | 5.68 | — | — | |
| Zero Shot2026.02 | 69.4 | 1.59 | — | — | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | — | — | 3.99 | 8.11 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | — | — | 0.97 | 4.91 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | — | — | 0.19 | 1.17 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | — | — | 0.94 | 4.61 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | — | — | 1.24 | 6.81 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | — | — | 1.2 | 5.92 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | — | — | 0.31 | 1.3 | |
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | — | — | 1.11 | 4.38 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | — | — | 0.81 | 4.15 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | — | — | 0.82 | 4.26 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | — | — | 2.27 | 8.59 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | — | — | 1.34 | 6.51 |