Fine-grained Image Classification on StanfordCars (novel classes)
1.88ECECoCoOp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 1.88 | 73.26 | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 1.98 | 75.09 | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 2.06 | 72.53 | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 2.06 | 75.58 | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 2.1 | 69.49 | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 2.11 | 73.56 | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 2.21 | — | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 2.29 | — | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 2.39 | — | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 2.39 | 74.49 | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 2.6 | 75.27 | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 2.68 | 74.85 | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 2.77 | 73.81 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 3.09 | 73.57 | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 3.18 | 73.16 | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 3.22 | 74.71 | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 3.28 | — | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 3.31 | 75 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 3.31 | 75 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 3.36 | 74.25 | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 3.6 | 74.39 | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 3.63 | 74.8 | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 3.76 | 73.39 | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 4.63 | 74.12 | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 5.07 | 75.81 | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 5.32 | 74.97 | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 5.69 | 75.07 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 11.73 | 65.29 |