Fine-grained Image Classification on DTD (novel classes)
3.3ECETCPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 3.3 | 55.6 | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 3.37 | 55.92 | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 3.49 | — | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 3.91 | 54.59 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 4.38 | 54.23 | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 4.48 | 56.44 | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 4.6 | 53.82 | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 4.77 | 56.4 | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 4.96 | 50.48 | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 4.96 | 53.74 | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 5.5 | — | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 5.68 | — | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 6.68 | 61.03 | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 6.81 | 57.53 | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 6.86 | 60.6 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 6.86 | 60.6 | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 7.37 | 61.27 | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 7.47 | — | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 7.65 | 52.13 | |
| PenaltyBackbone=ViT-B/322026.02 | 8.77 | 45.45 | |
| TCPTBackbone=RN-502026.02 | 8.83 | 39.05 | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 9.31 | 48.07 | |
| PenaltyBackbone=RN-502026.02 | 9.96 | 45.21 | |
| ZS-NormBackbone=RN-502026.02 | 10.97 | 35.79 | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 11.13 | 56.76 | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 11.26 | 57.65 | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 11.29 | 59.62 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 12.16 | 58.47 | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 12.29 | 59.02 | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 12.79 | 55.8 | |
| TCPTBackbone=ViT-B/322026.02 | 14.3 | 50.23 | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 16.9 | 53.99 | |
| ZS-NormBackbone=ViT-B/322026.02 | 17.82 | 43.44 | |
| CoOpBackbone=ViT-B/322026.02 | 19.74 | 47.95 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 20.82 | 52.98 | |
| CoOpBackbone=RN-502026.02 | 25.47 | 41.67 |