Fine-grained classification on EuroSAT (novel classes)
3.33Expected Calibration ErrorDAC
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 3.33 | — | — | — | — | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 4.15 | — | — | — | 65.76 | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 4.91 | — | — | 58.58 | — | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 6.06 | — | — | 67.91 | — | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 6.68 | — | — | 61.67 | — | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 6.9 | — | — | — | — | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 7.24 | — | — | — | — | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 7.45 | — | — | — | 67.6 | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 8.08 | — | — | 74.72 | — | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 8.37 | — | — | 72.64 | — | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 8.67 | — | — | — | 64.68 | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 8.75 | — | — | 57.77 | — | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 8.83 | — | — | 61.98 | — | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 9.06 | — | — | 63.14 | — | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 9.12 | — | — | — | 63.8 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 9.12 | — | — | 63.8 | — | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 9.24 | — | — | 57.01 | — | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 10.66 | — | — | 37.37 | — | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 11.15 | — | — | — | 56.7 | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 11.44 | — | — | 54.5 | — | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 11.68 | — | — | — | 75.9 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 11.88 | — | — | — | 64.68 | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 12.56 | — | — | 37.07 | — | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 12.83 | — | — | 67.97 | — | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 13.49 | — | — | — | — | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 14.47 | — | — | 60.05 | — | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 14.86 | — | — | 66.97 | — | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 21.85 | — | — | 51.86 | — | |
| CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 4.41 | 12.73 | — | — | |
| CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 3.03 | 8.58 | — | — | |
| CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 7.54 | 14.94 | — | — | |
| CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 3.9 | 11.24 | — | — | |
| CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 11.82 | 37.04 | — | — | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 3.37 | 8.69 | — | — | |
| KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 1.75 | 6.63 | — | — | |
| KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 3.72 | 13.86 | — | — | |
| KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 1.35 | 4.32 | — | — | |
| KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 1.52 | 6.51 | — | — | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 1.66 | 7.9 | — | — | |
| MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 2.55 | 9.12 | — | — | |
| MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 7.11 | 16.73 | — | — | |
| MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 0.14 | 0.58 | — | — | |
| MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | 0.91 | 4.84 | — | — |