Continual Test-Time Adaptation on CCC Medium
41.66Error (%)RMEMSAFE + ASR
Evaluation Results
| Method | Links | |
|---|---|---|
| RMEMSAFE + ASRBackbone=ViT-B/162026.05 | 41.66 | |
| RMEMSAFE+ASR (ours)Backbone=ViT-B/162026.05 | 41.66 | |
| ROID + ASRBackbone=ViT-B/162026.05 | 41.72 | |
| ROID + ASRBackbone=ViT-B/162026.05 | 41.72 | |
| ROIDBackbone=ViT-B/162026.05 | 42.69 | |
| ROIDBackbone=ViT-B/162026.05 | 42.69 | |
| ROID + RDumbBackbone=ViT-B/162026.05 | 43.06 | |
| ROID + RDumbBackbone=ViT-B/162026.05 | 43.06 | |
| RMEMSAFE, no ASRBackbone=ViT-B/162026.05 | 43.86 | |
| RMEMSAFE, no ASRBackbone=ViT-B/162026.05 | 43.86 | |
| ETA + ASRBackbone=ViT-B/162026.05 | 45.93 | |
| EATA + ASRBackbone=ViT-B/162026.05 | 45.93 | |
| ETA + ASRBackbone=ViT-B/162026.05 | 45.93 | |
| EATA + ASRBackbone=ViT-B/162026.05 | 45.93 | |
| SourceBackbone=ViT-B/162026.05 | 51.44 | |
| SourceBackbone=ViT-B/162026.05 | 51.44 | |
| RMEMSAFE + ASRBackbone=ResNet-502026.05 | 51.62 | |
| RMEMSAFE+ASR (ours)Backbone=ResNet-502026.05 | 51.62 | |
| ROID + ASRBackbone=ResNet-502026.05 | 52.8 | |
| ROID + ASRBackbone=ResNet-502026.05 | 52.8 | |
| ETA + ASRBackbone=ResNet-502026.05 | 53.58 | |
| ETA + ASRBackbone=ResNet-502026.05 | 53.58 | |
| EATA + ASRBackbone=ResNet-502026.05 | 53.62 | |
| EATA + ASRBackbone=ResNet-502026.05 | 53.62 | |
| RMEMSAFE, no ASRBackbone=ResNet-502026.05 | 53.73 | |
| RMEMSAFE, no ASRBackbone=ResNet-502026.05 | 53.73 | |
| ROIDBackbone=ResNet-502026.05 | 54.24 | |
| ROIDBackbone=ResNet-502026.05 | 54.24 | |
| ROID + RDumbBackbone=ResNet-502026.05 | 54.52 | |
| ROID + RDumbBackbone=ResNet-502026.05 | 54.52 | |
| SourceBackbone=ResNet-502026.05 | 74.35 | |
| SourceBackbone=ResNet-502026.05 | 74.35 |