Fine-grained Image Classification on OxfordPets (novel classes)
1.19ECETCPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 1.19 | 97.28 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 1.67 | 96.49 | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 1.96 | 96.9 | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 2.29 | 97.57 | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 2.42 | 97.28 | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 2.43 | — | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 2.58 | 97.45 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 2.63 | 97.85 | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 2.64 | 97.69 | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 2.87 | 97.24 | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 2.98 | — | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 3.03 | 97.36 | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 3.25 | 97.56 | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 3.26 | 97.48 | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 3.26 | 97.31 | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 3.31 | — | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 3.42 | 97.1 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 3.42 | 97.67 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 3.42 | 97.1 | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 3.5 | 97.72 | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 3.52 | 97.32 | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 4.3 | 97.61 | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 4.72 | — | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 5.11 | 95.62 | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 5.11 | 97.37 | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 5.4 | 97.55 | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 5.54 | 96.98 | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 6.14 | 97.2 |