Image Classification on CCC Hard
24.02AccuracyROID
Evaluation Results
| Method | Links | |
|---|---|---|
| ROIDBackbone=ViT-B/16, Adaptation Protocol=Reset-free2026.05 | 24.02 | |
| RMEMSAFE, no ASRBackbone=ViT-B/16, Adaptation Protocol=Reset-based2026.05 | 23.64 | |
| ROID + RDumbBackbone=ViT-B/16, Adaptation Protocol=Reset-based2026.05 | 23.5 | |
| ETA + ASRBackbone=ViT-B/16, Adaptation Protocol=Reset-based2026.05 | 19.89 | |
| EATA + ASRBackbone=ViT-B/16, Adaptation Protocol=Reset-based2026.05 | 19.42 | |
| RMEMSAFE+ASRBackbone=ViT-B/16, Adaptation Protocol=Reset-based2026.05 | 16.82 | |
| RMEMSAFE+ASRBackbone=ResNet-50, Adaptation Protocol=Reset-based2026.05 | 16.19 | |
| ROID + ASRBackbone=ViT-B/16, Adaptation Protocol=Reset-based2026.05 | 15.96 | |
| ROID + ASRBackbone=ResNet-50, Adaptation Protocol=Reset-based2026.05 | 15.44 | |
| ROIDBackbone=ResNet-50, Adaptation Protocol=Reset-free2026.05 | 13.93 | |
| SourceBackbone=ViT-B/16, Adaptation Protocol=None2026.05 | 13.42 | |
| RMEMSAFE, no ASRBackbone=ResNet-50, Adaptation Protocol=Reset-based2026.05 | 13.4 | |
| ROID + RDumbBackbone=ResNet-50, Adaptation Protocol=Reset-based2026.05 | 13.23 | |
| EATA + ASRBackbone=ResNet-50, Adaptation Protocol=Reset-based2026.05 | 11.11 | |
| ETA + ASRBackbone=ResNet-50, Adaptation Protocol=Reset-based2026.05 | 10.26 | |
| SourceBackbone=ResNet-50, Adaptation Protocol=None2026.05 | 1.33 |