Continual Test-Time Adaptation on CCC Hard
75.98Error (%)ROID
Evaluation Results
| Method | Links | |
|---|---|---|
| ROIDBackbone=ViT-B/162026.05 | 75.98 | |
| ROIDBackbone=ViT-B/162026.05 | 75.98 | |
| RMEMSAFE, no ASRBackbone=ViT-B/162026.05 | 76.36 | |
| RMEMSAFE, no ASRBackbone=ViT-B/162026.05 | 76.36 | |
| ROID + RDumbBackbone=ViT-B/162026.05 | 76.5 | |
| ROID + RDumbBackbone=ViT-B/162026.05 | 76.5 | |
| ETA + ASRBackbone=ViT-B/162026.05 | 80.11 | |
| ETA + ASRBackbone=ViT-B/162026.05 | 80.11 | |
| EATA + ASRBackbone=ViT-B/162026.05 | 80.58 | |
| EATA + ASRBackbone=ViT-B/162026.05 | 80.58 | |
| RMEMSAFE + ASRBackbone=ViT-B/162026.05 | 83.18 | |
| RMEMSAFE+ASR (ours)Backbone=ViT-B/162026.05 | 83.18 | |
| RMEMSAFE + ASRBackbone=ResNet-502026.05 | 83.81 | |
| RMEMSAFE+ASR (ours)Backbone=ResNet-502026.05 | 83.81 | |
| ROID + ASRBackbone=ViT-B/162026.05 | 84.04 | |
| ROID + ASRBackbone=ViT-B/162026.05 | 84.04 | |
| ROID + ASRBackbone=ResNet-502026.05 | 84.56 | |
| ROID + ASRBackbone=ResNet-502026.05 | 84.56 | |
| ROIDBackbone=ResNet-502026.05 | 86.07 | |
| ROIDBackbone=ResNet-502026.05 | 86.07 | |
| SourceBackbone=ViT-B/162026.05 | 86.58 | |
| SourceBackbone=ViT-B/162026.05 | 86.58 | |
| RMEMSAFE, no ASRBackbone=ResNet-502026.05 | 86.6 | |
| RMEMSAFE, no ASRBackbone=ResNet-502026.05 | 86.6 | |
| ROID + RDumbBackbone=ResNet-502026.05 | 86.77 | |
| ROID + RDumbBackbone=ResNet-502026.05 | 86.77 | |
| EATA + ASRBackbone=ResNet-502026.05 | 88.89 | |
| EATA + ASRBackbone=ResNet-502026.05 | 88.89 | |
| ETA + ASRBackbone=ResNet-502026.05 | 89.74 | |
| ETA + ASRBackbone=ResNet-502026.05 | 89.74 | |
| SourceBackbone=ResNet-502026.05 | 98.67 | |
| SourceBackbone=ResNet-502026.05 | 98.67 |