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ResearchFormerly WizWand

Accuracy Improvement on ImageNet (val)

62.2Accuracy ImprovementCBD-based selection
5.093619.919334.74549.5707Jan 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CBD-based selectionSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.0162.2
DATISSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.0148.39
CBD-based selectionSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.0141.81
SETSSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.0139.52
RTSSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.0138.84
SETSSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.0137.53
DeepGDSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.0134.35
CBD-based selectionSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.0133.27
DeepGDSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.0132.89
DATISSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.0132.62
CBD-based selectionSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.0132.37
SETSSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.0130.72
DATISSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.0128.16
DATISSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.0126.68
MarginSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.0124.64
SETSSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.0124.26
RTSSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.0123.04
CBD-based selectionSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.0122.66
MarginSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.0120.12
RTSSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.0119.68
DeepGDSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.0119.66
RTSSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.0118.84
MarginSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.0116.8
DeepGDSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.0115.1
RTSSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.0111.63
MarginSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.0111.56
DATISSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.0110.91
SETSSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.019.37
DeepGDSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.017.79
MarginSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.017.29