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ResearchFormerly WizWand

Image Classification on CIFAR10 (test) (Custom Metrics RB1-RB12)

96.2Custom Metric RB12CLIP (zero-shot)
49.19261.39673.685.804May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLIP (zero-shot)Backbone=ViT-L-142026.0596.2———————————
CLIP (zero-shot)Backbone=ViT-B-322026.0591.3———————————
JumperLoss=Ls, SF=Cosine, AP=164.5k, Backbone=ViT-B-322026.05914046505662768084869192
T-GEMs + JumperLoss=Lr + Ls, SF=Cosine, AP=362k, Backbone=ViT-B-322026.05914147556068778183879292
T-GEMs + JumperLoss=Lr + Ls, SF=class-rate, AP=362k, Backbone=ViT-B-322026.05893844484860627978848983
T-GEMs + JumperLoss=Lr + Ls, SF=Cosine, AP=592k, Backbone=ViT-L-142026.05844852535455646670717779
JumperLoss=Ls, SF=Cosine, AP=230k, Backbone=ViT-L-142026.05834651545554606569717878
Sampling-basedLoss=-, SF=class-rate, AP=0, Backbone=ViT-B-322026.05822732374148576165778583
T-GEMs + JumperLoss=Lr + Ls, SF=class-rate, AP=592k, Backbone=ViT-L-142026.05774042474946535662626767
Sampling-basedLoss=-, SF=Cosine, AP=0, Backbone=ViT-B-322026.05762930333742505762707671
Sampling-basedLoss=-, SF=Cosine, AP=0, Backbone=ViT-L-142026.05582425293031333638434854
Sampling-basedLoss=-, SF=class-rate, AP=0, Backbone=ViT-L-142026.05562025263035363841434854
T-GEMs + JumperLoss=Lr, SF=class-rate, AP=362k, Backbone=ViT-B-322026.05541418131618263543485453
T-GEMs + JumperLoss=Lr, SF=class-rate, AP=592k, Backbone=ViT-L-142026.05513634383841434149454865