Fine-grained Classification on SUN397 (novel classes)
0.77ECETCPT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 0.77 | 78.39 | — | — | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 0.79 | — | — | — | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 0.87 | 76.41 | — | — | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 1.06 | — | — | — | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 1.07 | 78.79 | — | — | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 1.09 | — | — | — | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 1.11 | 78.13 | — | — | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 1.32 | — | — | — | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 1.66 | 76.33 | — | — | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 1.9 | 66.18 | — | — | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 1.91 | 76.3 | — | — | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 2.05 | 75.42 | — | — | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 2.21 | 78.2 | — | — | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 2.21 | 76.54 | — | — | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 2.32 | 74.81 | — | — | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 2.51 | 67.73 | — | — | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 3.08 | 70.03 | — | — | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 3.08 | 75.03 | — | — | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 3.48 | 75.5 | — | — | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 3.48 | 75.5 | — | — | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 3.57 | 78.8 | — | — | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 3.93 | 76.85 | — | — | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 3.99 | 76.84 | — | — | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 4.53 | 78.14 | — | — | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 7.1 | 74.79 | — | — | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 12.12 | 66.59 | — | — | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 13.7 | 70.77 | — | — | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 14.08 | 65.02 | — | — | |
| CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 4.35 | 13.92 | |
| CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 1.03 | 4 | |
| CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.76 | 2.91 | |
| CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.64 | 2.99 | |
| CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.55 | 2.27 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.39 | 1.83 | |
| KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.42 | 1.82 | |
| KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.58 | 3.35 | |
| KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.47 | 2.01 | |
| KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.59 | 3.3 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.65 | 2.49 | |
| MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.4 | 1.37 | |
| MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 0.91 | 4.74 | |
| MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 2.66 | 8.49 | |
| MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | — | — | 1.07 | 3.77 |