Fine-grained classification on UCF101 (base classes)
84.68AccuracyTCPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCPTPrompt Strategy=CoOp2026.02 | 84.68 | 1.11 | — | — | |
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 84.56 | 1.57 | — | — | |
| TCPTPrompt Strategy=MaPLe2026.02 | 84.5 | 2.12 | — | — | |
| MBLSPrompt Strategy=MaPLe2026.02 | 84.13 | 8.46 | — | — | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 84.01 | 3.47 | — | — | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 84 | 3.07 | — | — | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 83.87 | 3.86 | — | — | |
| KGCoOp2026.02 | 83.51 | 5.03 | — | — | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 83.45 | 5.86 | — | — | |
| CoOp2026.02 | 83.32 | 6.44 | — | — | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 83.32 | 7.39 | — | — | |
| MaPLe2026.02 | 83.2 | 2.68 | — | — | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 83.16 | 4.14 | — | — | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 83.03 | 8.5 | — | — | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 82.97 | 6.07 | — | — | |
| TCPTBackbone=ViT-B/322026.02 | 82.87 | 1.87 | — | — | |
| CoOpBackbone=ViT-B/322026.02 | 82.83 | 2.09 | — | — | |
| MBLSPrompt Strategy=CoOp2026.02 | 82.78 | 9.39 | — | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 82.76 | 5.25 | — | — | |
| PenaltyPrompt Strategy=CoOp2026.02 | 80.47 | 7.42 | — | — | |
| CoOpBackbone=RN-502026.02 | 80.4 | 1.82 | — | — | |
| TCPTBackbone=RN-502026.02 | 79.96 | 2.21 | — | — | |
| ZS-NormBackbone=RN-502026.02 | 79.58 | 7.18 | — | — | |
| PenaltyBackbone=RN-502026.02 | 77.9 | 9.95 | — | — | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 76.44 | 3.83 | — | — | |
| PenaltyBackbone=ViT-B/322026.02 | 75.78 | 5.94 | — | — | |
| Zero Shot2026.02 | 71 | 3.24 | — | — | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | — | — | 3.34 | 6.41 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | — | — | 1.25 | 4.59 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | — | — | 0.56 | 1.49 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | — | — | 1.63 | 7.09 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | — | — | 1.45 | 7.61 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | — | — | 1.33 | 6.04 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | — | — | 0.22 | 1.15 | |
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | — | — | 0.94 | 1.34 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | — | — | 0.86 | 3.95 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | — | — | 0.87 | 3.36 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | — | — | 0.61 | 3.4 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | — | — | 1.12 | 5.75 |