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ResearchFormerly WizWand

Image Classification on ImageNet-V2 reproduction (val)

70.37Top-1 AccZERO
60.479663.047365.61568.1827May 28, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ZEROBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-142024.0570.37
RLCFBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-14, Tuning=prompt tuning (Theta_etx), Adaptation steps (t)=12024.0569.77
RLCFBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-14, Tuning=full image encoder tuning (Theta_i), Adaptation steps (t)=32024.0569.77
Zero-ShotBackbone=CLIP-ViT-B-16 + CLIP-ViT-L-142024.0567.8
ZEROBackbone=MaPLe2024.0566.81
PromptAlignBackbone=MaPLe2024.0565.29
ZEROBackbone=CLIP-ViT-B-16, Ensemble variant=true2024.0565.23
TPTBackbone=MaPLe2024.0564.87
ZEROBackbone=CLIP-ViT-B-162024.0564.16
Zero-ShotBackbone=MaPLe2024.0564.07
TPTBackbone=CLIP-ViT-B-162024.0563.45
EnsembleBackbone=CLIP-ViT-B-162024.0561.88
Zero-ShotBackbone=CLIP-ViT-B-162024.0560.86