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ResearchFormerly WizWand

Fine-grained classification on UCF101 (novel classes)

0.66MCEMaPLe
0.3862.23554.0855.9345Feb 22, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.662.81
MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.662.32
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.692.59
KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.772.7
MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.874.74
KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.913.15
KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.020.973.81
CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.143.91
KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.284.23
CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.364.51
CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.495.04
CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.78.63
MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.021.768.67
CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.026.1119.17
MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.027.5113.73