Fine-grained classification on Food101 novel classes
0.25MCECoOp + TCPT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.25 | 0.91 | — | — | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.37 | 1.12 | — | — | |
| CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.49 | 1.75 | — | — | |
| MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.5 | 1.48 | — | — | |
| KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.64 | 1.93 | — | — | |
| KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.68 | 1.92 | — | — | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.74 | 2.01 | — | — | |
| KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.75 | 2.1 | — | — | |
| CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.82 | 3.3 | — | — | |
| KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 0.87 | 2.64 | — | — | |
| CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1 | 4.69 | — | — | |
| MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.11 | 4.05 | — | — | |
| MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.32 | 3.83 | — | — | |
| CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.44 | 3.84 | — | — | |
| MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02 | 1.7 | 11.27 | — | — | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | — | — | 90.57 | 3.03 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | — | — | 91.65 | 2.04 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | — | — | 92.1 | 1.19 | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | — | — | 90.84 | 0.87 | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | — | — | 91.77 | 0.86 | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | — | — | 91.64 | 1.61 | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | — | — | 91.1 | 1.83 |