Continual Test-Time Adaptation on CCC Easy
35.97Error (%)RMEMSAFE + ASR
Evaluation Results
| Method | Links | |
|---|---|---|
| RMEMSAFE + ASRBackbone=ViT-B/162026.05 | 35.97 | |
| RMEMSAFE+ASR (ours)Backbone=ViT-B/162026.05 | 35.97 | |
| ROID + ASRBackbone=ViT-B/162026.05 | 36.47 | |
| ROID + ASRBackbone=ViT-B/162026.05 | 36.47 | |
| ROIDBackbone=ViT-B/162026.05 | 36.56 | |
| ROIDBackbone=ViT-B/162026.05 | 36.56 | |
| ROID + RDumbBackbone=ViT-B/162026.05 | 36.8 | |
| ROID + RDumbBackbone=ViT-B/162026.05 | 36.8 | |
| RMEMSAFE, no ASRBackbone=ViT-B/162026.05 | 37.37 | |
| RMEMSAFE, no ASRBackbone=ViT-B/162026.05 | 37.37 | |
| ETA + ASRBackbone=ViT-B/162026.05 | 41.18 | |
| EATA + ASRBackbone=ViT-B/162026.05 | 41.18 | |
| ETA + ASRBackbone=ViT-B/162026.05 | 41.18 | |
| EATA + ASRBackbone=ViT-B/162026.05 | 41.18 | |
| SourceBackbone=ViT-B/162026.05 | 41.72 | |
| SourceBackbone=ViT-B/162026.05 | 41.72 | |
| RMEMSAFE + ASRBackbone=ResNet-502026.05 | 45.27 | |
| RMEMSAFE+ASR (ours)Backbone=ResNet-502026.05 | 45.27 | |
| ROID + ASRBackbone=ResNet-502026.05 | 46.46 | |
| ROID + ASRBackbone=ResNet-502026.05 | 46.46 | |
| ETA + ASRBackbone=ResNet-502026.05 | 46.7 | |
| ETA + ASRBackbone=ResNet-502026.05 | 46.7 | |
| EATA + ASRBackbone=ResNet-502026.05 | 46.71 | |
| EATA + ASRBackbone=ResNet-502026.05 | 46.71 | |
| RMEMSAFE, no ASRBackbone=ResNet-502026.05 | 46.8 | |
| RMEMSAFE, no ASRBackbone=ResNet-502026.05 | 46.8 | |
| ROIDBackbone=ResNet-502026.05 | 47.61 | |
| ROIDBackbone=ResNet-502026.05 | 47.61 | |
| ROID + RDumbBackbone=ResNet-502026.05 | 47.78 | |
| ROID + RDumbBackbone=ResNet-502026.05 | 47.78 | |
| SourceBackbone=ResNet-502026.05 | 62.83 | |
| SourceBackbone=ResNet-502026.05 | 62.83 |