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ResearchFormerly WizWand

Fine-grained Classification on SUN397 (novel classes)

0.77ECETCPT
0.23763.83137.42511.0187Feb 22, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.020.7778.39——
DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.020.79———
TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.020.8776.41——
DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.021.06———
PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.021.0778.79——
DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.021.09———
TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.021.1178.13——
DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.021.32———
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.021.6676.33——
TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.021.966.18——
TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.021.9176.3——
ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.022.0575.42——
MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.022.2178.2——
CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.022.2176.54——
TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.022.3274.81——
PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.022.5167.73——
TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.023.0870.03——
PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.023.0875.03——
Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.023.4875.5——
Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.023.4875.5——
ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.023.5778.8——
PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.023.9376.85——
ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.023.9976.84——
PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.024.5378.14——
ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.027.174.79——
ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.0212.1266.59——
CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.0213.770.77——
ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.0214.0865.02——
CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——4.3513.92
CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——1.034
CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.762.91
CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.642.99
CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.552.27
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.391.83
KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.421.82
KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.583.35
KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.472.01
KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.593.3
MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.652.49
MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.41.37
MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——0.914.74
MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——2.668.49
MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02——1.073.77