Image Classification on ImageNet-1k (Efficiency Metrics)
76.8AccuracyData Agent
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Data AgentSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 76.8 | 10.5 | 0.125 | 85 | |
| InfobatchSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 76.5 | 10.5 | 0.0028 | 84 | |
| Whole DatasetSelection Ratio=100%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 76.4 | 17.5 | 0 | 140 | |
| UCBSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 75.8 | 10.5 | 0.03 | 84 | |
| RL-SelectorSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 73.4 | 10.5 | 17.5 | 224 | |
| CLIP-SelSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 73.2 | 10.5 | 1.6 | 96.8 | |
| ModerateSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 73.1 | 10.5 | 17.5 | 224 | |
| ForgettingSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 72.5 | 10.5 | 17.5 | 224 | |
| EL2NSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 72.3 | 10.5 | 17.5 | 224 | |
| HerdingSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 71.1 | 10.5 | 17.5 | 224 | |
| GraNdSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 71 | 10.5 | 17.5 | 224 | |
| SSPSelection Ratio=60%, Backbone=ResNet-50, Hardware=8-A1002026.03 | 70 | 10.5 | 24 | 276 |