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ResearchFormerly WizWand

Fine-grained classification on EuroSAT (novel classes)

3.33Expected Calibration ErrorDAC
2.58927.589612.5917.5904Feb 22, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.023.33————
TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.024.15———65.76
TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.024.91——58.58—
TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.026.06——67.91—
TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.026.68——61.67—
DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.026.9————
DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.027.24————
TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.027.45———67.6
PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.028.08——74.72—
TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.028.37——72.64—
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.028.67———64.68
ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.028.75——57.77—
ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.028.83——61.98—
CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.029.06——63.14—
Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.029.12———63.8
Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.029.12——63.8—
ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.029.24——57.01—
PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.0210.66——37.37—
TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.0211.15———56.7
PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.0211.44——54.5—
MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.0211.68———75.9
CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.0211.88———64.68
ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.0212.56——37.07—
ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.0212.83——67.97—
DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.0213.49————
PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.0214.47——60.05—
PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.0214.86——66.97—
ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.0221.85——51.86—
CoOpPrompt-tuning strategy=CoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—4.4112.73——
CoOp + DACPrompt-tuning strategy=CoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—3.038.58——
CoOp + PenaltyPrompt-tuning strategy=CoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—7.5414.94——
CoOp + TCPTPrompt-tuning strategy=CoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—3.911.24——
CoOp + ZS-NormPrompt-tuning strategy=CoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—11.8237.04——
KGCoOpPrompt-tuning strategy=KGCoOp, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—3.378.69——
KGCoOp + DACPrompt-tuning strategy=KGCoOp, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—1.756.63——
KGCoOp + PenaltyPrompt-tuning strategy=KGCoOp, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—3.7213.86——
KGCoOp + TCPTPrompt-tuning strategy=KGCoOp, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—1.354.32——
KGCoOp + ZS-NormPrompt-tuning strategy=KGCoOp, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—1.526.51——
MaPLePrompt-tuning strategy=MaPLe, Calibration method=None, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—1.667.9——
MaPLe + DACPrompt-tuning strategy=MaPLe, Calibration method=DAC, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—2.559.12——
MaPLe + PenaltyPrompt-tuning strategy=MaPLe, Calibration method=Penalty, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—7.1116.73——
MaPLe + TCPTPrompt-tuning strategy=MaPLe, Calibration method=TCPT, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—0.140.58——
MaPLe + ZS-NormPrompt-tuning strategy=MaPLe, Calibration method=ZS-Norm, Backbone=CLIP (ViT-B/16), Few-shot setting=16-shot2026.02—0.914.84——