Accuracy Improvement on Cifar-10 (val)
92.68Avg Acc Improvement %CBD-based selection
Evaluation Results
| Method | Links | |
|---|---|---|
| CBD-based selectionSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.01 | 92.68 | |
| CBD-based selectionSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.01 | 86.48 | |
| CBD-based selectionSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.01 | 82.06 | |
| CBD-based selectionSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.01 | 73.23 | |
| MarginSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.01 | 72.63 | |
| CBD-based selectionSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.01 | 72.61 | |
| RTSSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.01 | 69.36 | |
| DeepGDSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.01 | 67.98 | |
| CBD-based selectionSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.01 | 67.48 | |
| RTSSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.01 | 66.4 | |
| DeepGDSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.01 | 66.17 | |
| RTSSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.01 | 64.68 | |
| RTSSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.01 | 61.11 | |
| MarginSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.01 | 58.12 | |
| DATISSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.01 | 56.98 | |
| RTSSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.01 | 55.8 | |
| DeepGDSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.01 | 55.24 | |
| DeepGDSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.01 | 54.98 | |
| DeepGDSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.01 | 54.6 | |
| SETSSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.01 | 54.32 | |
| MarginSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.01 | 53.76 | |
| DATISSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.01 | 51.94 | |
| SETSSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.01 | 50.49 | |
| MarginSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.01 | 50.48 | |
| MarginSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.01 | 50.42 | |
| SETSSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.01 | 49.85 | |
| MarginSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.01 | 47.15 | |
| DeepGDSelection size (b)=7%, Backbone=ResNet-18, Number of runs=52026.01 | 45.7 | |
| SETSSelection size (b)=5%, Backbone=ResNet-18, Number of runs=52026.01 | 45.12 | |
| SETSSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.01 | 44.24 | |
| SETSSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.01 | 36.06 | |
| DATISSelection size (b)=10%, Backbone=ResNet-18, Number of runs=52026.01 | 35.45 | |
| DATISSelection size (b)=15%, Backbone=ResNet-18, Number of runs=52026.01 | 34.87 | |
| RTSSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.01 | 34.19 | |
| DATISSelection size (b)=3%, Backbone=ResNet-18, Number of runs=52026.01 | 32.72 | |
| DATISSelection size (b)=20%, Backbone=ResNet-18, Number of runs=52026.01 | 28.69 |