Accuracy Improvement on ImageNet (val)
62.2Accuracy ImprovementCBD-based selection
Evaluation Results
| Method | Links | |
|---|---|---|
| CBD-based selectionSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.01 | 62.2 | |
| DATISSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.01 | 48.39 | |
| CBD-based selectionSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.01 | 41.81 | |
| SETSSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.01 | 39.52 | |
| RTSSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.01 | 38.84 | |
| SETSSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.01 | 37.53 | |
| DeepGDSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.01 | 34.35 | |
| CBD-based selectionSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.01 | 33.27 | |
| DeepGDSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.01 | 32.89 | |
| DATISSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.01 | 32.62 | |
| CBD-based selectionSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.01 | 32.37 | |
| SETSSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.01 | 30.72 | |
| DATISSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.01 | 28.16 | |
| DATISSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.01 | 26.68 | |
| MarginSelection size (b)=20%, Backbone=ResNet-110, Number of runs=52026.01 | 24.64 | |
| SETSSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.01 | 24.26 | |
| RTSSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.01 | 23.04 | |
| CBD-based selectionSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.01 | 22.66 | |
| MarginSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.01 | 20.12 | |
| RTSSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.01 | 19.68 | |
| DeepGDSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.01 | 19.66 | |
| RTSSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.01 | 18.84 | |
| MarginSelection size (b)=15%, Backbone=ResNet-110, Number of runs=52026.01 | 16.8 | |
| DeepGDSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.01 | 15.1 | |
| RTSSelection size (b)=10%, Backbone=ResNet-110, Number of runs=52026.01 | 11.63 | |
| MarginSelection size (b)=7%, Backbone=ResNet-110, Number of runs=52026.01 | 11.56 | |
| DATISSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.01 | 10.91 | |
| SETSSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.01 | 9.37 | |
| DeepGDSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.01 | 7.79 | |
| MarginSelection size (b)=5%, Backbone=ResNet-110, Number of runs=52026.01 | 7.29 |