Fine-grained Image Classification on FGVCAircraft (novel classes)
3.79ECEZS-Norm
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 3.79 | 31.49 | |
| ZS-NormBackbone=RN-502026.02 | 4.37 | 20.34 | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 4.64 | 36.23 | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 4.94 | 36.63 | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 5.3 | 33.59 | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 5.31 | 34.55 | |
| TCPTBackbone=RN-502026.02 | 5.36 | 21.66 | |
| ZS-NormBackbone=ViT-B/322026.02 | 5.59 | 21.64 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 6.06 | 36.77 | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 6.55 | 35.9 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 6.55 | 35.9 | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 6.78 | 30.57 | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 7.21 | 32.97 | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 7.4 | — | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 7.67 | 31.63 | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 7.82 | 32.45 | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 8.33 | 36.03 | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 8.55 | — | |
| PenaltyBackbone=ViT-B/322026.02 | 8.63 | 23.9 | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 8.85 | 33.97 | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 9.03 | — | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 9.21 | 34.43 | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 9.26 | 36.85 | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 9.34 | 32.87 | |
| TCPTBackbone=ViT-B/322026.02 | 9.9 | 23.08 | |
| PenaltyBackbone=RN-502026.02 | 10.02 | 20.22 | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 10.46 | — | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 10.64 | 30.83 | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 10.76 | 30.09 | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 10.93 | 33.47 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 11.24 | 34.53 | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 12.92 | 29.73 | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 15.03 | 31.35 | |
| CoOpBackbone=ViT-B/322026.02 | 16.75 | 22.12 | |
| CoOpBackbone=RN-502026.02 | 18.75 | 18.72 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 30.44 | 24.79 |