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ResearchFormerly WizWand

Image Classification on StanfordCars (Zero-Shot)

6.74Average Set SizeL-APS (naive)
1.36322.75914.1555.5509Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
L-APS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.066.74—
TOPKBackbone=RN50, Alpha=0.1, Folds=102026.066.5—
L-TOPK (naive)Backbone=RN50, Alpha=0.1, Folds=102026.066.49—
L-APSBackbone=RN50, Alpha=0.1, Folds=102026.066.44—
APSBackbone=RN50, Alpha=0.1, Folds=102026.066.43—
L-TOPKBackbone=RN50, Alpha=0.1, Folds=102026.065.66—
L-RAPS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.065.61—
RAPSBackbone=RN50, Alpha=0.1, Folds=102026.065.42—
L-RAPSBackbone=RN50, Alpha=0.1, Folds=102026.065.37—
L-LAC (naive)Backbone=RN50, Alpha=0.1, Folds=102026.064.75—
L-APS (naive)Backbone=RN101, Alpha=0.12026.064.61—
TOPKBackbone=RN101, Alpha=0.12026.064.5—
LACBackbone=RN50, Alpha=0.1, Folds=102026.064.5—
L-LACBackbone=RN50, Alpha=0.1, Folds=102026.064.49—
L-TOPK (naive)Backbone=RN101, Alpha=0.12026.064.39—
APSBackbone=RN101, Alpha=0.12026.064.38—
L-APSBackbone=RN101, Alpha=0.12026.064.38—
L-RAPS (naive)Backbone=RN101, Alpha=0.12026.064.06—
RAPSBackbone=RN101, Alpha=0.12026.063.95—
L-RAPSBackbone=RN101, Alpha=0.12026.063.91—
L-TOPKBackbone=RN101, Alpha=0.12026.063.89—
L-LAC (naive)Backbone=RN101, Alpha=0.12026.063.1—
L-LACBackbone=RN101, Alpha=0.12026.063.06—
LACBackbone=RN101, Alpha=0.12026.062.96—
TOPKBackbone=ViT-L/14, Alpha=0.12026.062.576.9
L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.062.4476.9
L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.062.4176.9
APSBackbone=ViT-L/14, Alpha=0.12026.062.3576.9
L-APSBackbone=ViT-L/14, Alpha=0.12026.062.3576.9
L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.062.3276.9
L-RAPSBackbone=ViT-L/14, Alpha=0.12026.062.2676.9
RAPSBackbone=ViT-L/14, Alpha=0.12026.062.2576.9
L-TOPKBackbone=ViT-L/14, Alpha=0.12026.061.9976.9
L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.061.6476.9
L-LACBackbone=ViT-L/14, Alpha=0.12026.061.5976.9
LACBackbone=ViT-L/14, Alpha=0.12026.061.5776.9
Zero-Shot AccuracyBackbone=RN502026.06—55.8
Zero-Shot CLIPBackbone=RN1012026.06—63.2