Image Classification on CIFAR-10 (test) (Metrics SA, RA)
89.54SA ScoreSAT with RCS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAT with RCSPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.2, Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=121.92023.02 | 89.54 | 58.13 | |
| SATPre-training Dataset=ImageNet-1K (entire set), Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=341.72023.02 | 89.35 | 59.68 | |
| SAT with RCSPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.1, Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=81.92023.02 | 88.87 | 57.69 | |
| SAT with RCSPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.05, Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=68.62023.02 | 87.99 | 56.87 | |
| SAT with Random selectionPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.1, Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=70.22023.02 | 86.78 | 54.95 | |
| SAT with Random selectionPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.2, Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=103.42023.02 | 86.64 | 56.46 | |
| SATPre-training Dataset=ImageNet-1K (entire set), Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=341.72023.02 | 85.9 | 50.89 | |
| SAT with Random selectionPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.05, Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=53.62023.02 | 85.55 | 53.53 | |
| Standard trainingPre-training Dataset=ImageNet-1K (entire set), Backbone=WRN-28-10, Protocol=AFF, Running time (hours)=66.72023.02 | 84.73 | 51.91 | |
| SAT with RCSPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.2, Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=121.92023.02 | 83.94 | 46.88 | |
| SAT with RCSPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.1, Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=81.92023.02 | 81.92 | 45.1 | |
| SAT with RCSPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.05, Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=68.62023.02 | 79.72 | 44.44 | |
| SAT with Random selectionPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.2, Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=103.42023.02 | 75.46 | 39.62 | |
| SAT with Random selectionPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.1, Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=70.22023.02 | 73.28 | 33.86 | |
| SAT with Random selectionPre-training Dataset=ImageNet-1K, Subset fraction (k)=0.05, Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=53.62023.02 | 69.59 | 31.58 | |
| Standard trainingPre-training Dataset=ImageNet-1K (entire set), Backbone=WRN-28-10, Protocol=ALF, Running time (hours)=66.72023.02 | 10.12 | 10.04 |