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ResearchFormerly WizWand

Fine-grained classification on Food101 novel classes

0.25MCECoOp + TCPT
0.1920.58350.9751.3665Feb 22, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.250.91——
MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.371.12——
CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.491.75——
MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.51.48——
KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.641.93——
KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.681.92——
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.742.01——
KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.752.1——
CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.823.3——
KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.872.64——
CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.0214.69——
MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.114.05——
MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.323.83——
CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.443.84——
MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.711.27——
CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02——90.573.03
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02——91.652.04
MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02——92.11.19
TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02——90.840.87
TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02——91.770.86
TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02——91.641.61
Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02——91.11.83