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ResearchFormerly WizWand

Image Classification on UCF101 (Zero-Shot)

1.94Mean Prediction Set SizeL-LAC
1.66483.52245.387.2376Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
L-LACBackbone=ViT-L/14, alpha=0.12026.061.94—
LACBackbone=ViT-L/14, Alpha=0.12026.061.9475.1
L-LACBackbone=ViT-L/14, Alpha=0.12026.061.9475.1
L-LAC (naive)Backbone=ViT-L/14, Alpha=0.12026.062.0675.1
L-TOPKBackbone=ViT-L/14, alpha=0.12026.062.63—
L-TOPKBackbone=ViT-L/14, Alpha=0.12026.062.6375.1
L-RAPSBackbone=ViT-L/14, alpha=0.12026.062.88—
L-RAPSBackbone=ViT-L/14, Alpha=0.12026.062.8875.1
RAPSBackbone=ViT-L/14, Alpha=0.12026.062.9275.1
L-RAPS (naive)Backbone=ViT-L/14, Alpha=0.12026.062.9875.1
L-TOPK (naive)Backbone=ViT-L/14, Alpha=0.12026.063.275.1
L-LACBackbone=ViT-B/16, alpha=0.12026.063.32—
TOPKBackbone=ViT-L/14, Alpha=0.12026.063.475.1
LACBackbone=ViT-B/16, alpha=0.12026.063.42—
L-APSBackbone=ViT-L/14, alpha=0.12026.063.71—
L-APSBackbone=ViT-L/14, Alpha=0.12026.063.7175.1
L-LAC (naive)Backbone=ViT-B/16, alpha=0.12026.063.8—
APSBackbone=ViT-L/14, Alpha=0.12026.063.8175.1
L-APS (naive)Backbone=ViT-L/14, Alpha=0.12026.063.975.1
LACBackbone=RN101, Alpha=0.1, Number of Folds=102026.064.5—
L-LACBackbone=RN101, alpha=0.12026.064.55—
L-LACBackbone=RN101, Alpha=0.1, Number of Folds=102026.064.55—
L-TOPKBackbone=ViT-B/16, alpha=0.12026.064.72—
L-LAC (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.064.82—
L-RAPSBackbone=ViT-B/16, alpha=0.12026.064.85—
RAPSBackbone=ViT-B/16, alpha=0.12026.065.1—
L-RAPS (naive)Backbone=ViT-B/16, alpha=0.12026.065.36—
L-LACBackbone=RN50, Alpha=0.1, Folds=102026.065.37—
L-RAPSBackbone=RN101, Alpha=0.1, Number of Folds=102026.065.38—
RAPSBackbone=RN101, Alpha=0.1, Number of Folds=102026.065.39—
LACBackbone=RN50, Alpha=0.1, Folds=102026.065.52—
L-RAPS (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.065.64—
L-TOPKBackbone=RN101, Alpha=0.1, Number of Folds=102026.065.73—
TOPKBackbone=ViT-B/16, alpha=0.12026.065.9—
L-LAC (naive)Backbone=RN50, Alpha=0.1, Folds=102026.066.01—
L-APSBackbone=ViT-B/16, alpha=0.12026.066.2—
L-TOPK (naive)Backbone=ViT-B/16, alpha=0.12026.066.23—
APSBackbone=ViT-B/16, alpha=0.12026.066.41—
L-APS (naive)Backbone=ViT-B/16, alpha=0.12026.066.8—
TOPKBackbone=RN101, Alpha=0.1, Number of Folds=102026.066.8—
L-TOPK (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.066.83—
L-RAPSBackbone=RN50, Alpha=0.1, Folds=102026.067.07—
RAPSBackbone=RN50, Alpha=0.1, Folds=102026.067.14—
L-RAPS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.067.38—
L-TOPKBackbone=RN50, alpha=0.12026.067.42—
L-TOPKBackbone=RN50, Alpha=0.1, Folds=102026.067.42—
L-APSBackbone=RN101, Alpha=0.1, Number of Folds=102026.067.75—
APSBackbone=RN101, Alpha=0.1, Number of Folds=102026.068.07—
L-APSBackbone=RN50, Alpha=0.1, Folds=102026.068.3—
TOPKBackbone=RN50, Alpha=0.1, Folds=102026.068.4—
APSBackbone=RN50, Alpha=0.1, Folds=102026.068.51—
L-APS (naive)Backbone=RN101, Alpha=0.1, Number of Folds=102026.068.64—
L-APS (naive)Backbone=RN50, Alpha=0.1, Folds=102026.068.76—
L-TOPK (naive)Backbone=RN50, Alpha=0.1, Folds=102026.068.82—
Zero-Shot AccuracyBackbone=ViT-B/16, alpha=0.12026.06—67.5
Zero-Shot AccuracyBackbone=ViT-L/14, alpha=0.12026.06—75.1
Zero-Shot AccuracyBackbone=RN50, alpha=0.12026.06—61.9
Zero-Shot AccuracyBackbone=RN101, alpha=0.12026.06—61
Zero-Shot AccuracyBackbone=RN502026.06—61.9
Zero-Shot CLIPBackbone=RN1012026.06—61