Fine-grained classification on OxfordPets (novel classes)
0.52MCEMaPLe + TCPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.52 | 0.95 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.64 | 1.67 | |
| CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.66 | 1.7 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.04 | 2.44 | |
| MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.06 | 2.44 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.16 | 3.26 | |
| KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.17 | 3.3 | |
| KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.21 | 3.02 | |
| KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.21 | 3.43 | |
| MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.23 | 4.15 | |
| CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.26 | 2.92 | |
| KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.43 | 3.51 | |
| MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.72 | 7.6 | |
| CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 2.06 | 7.9 | |
| CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 2.1 | 7.32 |