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ResearchFormerly WizWand

Continual Test-Time Adaptation on CCC Hard

75.98Error (%)ROID
75.072481.198787.32593.4513May 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ROIDBackbone=ViT-B/162026.0575.98
ROIDBackbone=ViT-B/162026.0575.98
RMEMSAFE, no ASRBackbone=ViT-B/162026.0576.36
RMEMSAFE, no ASRBackbone=ViT-B/162026.0576.36
ROID + RDumbBackbone=ViT-B/162026.0576.5
ROID + RDumbBackbone=ViT-B/162026.0576.5
ETA + ASRBackbone=ViT-B/162026.0580.11
ETA + ASRBackbone=ViT-B/162026.0580.11
EATA + ASRBackbone=ViT-B/162026.0580.58
EATA + ASRBackbone=ViT-B/162026.0580.58
RMEMSAFE + ASRBackbone=ViT-B/162026.0583.18
RMEMSAFE+ASR (ours)Backbone=ViT-B/162026.0583.18
RMEMSAFE + ASRBackbone=ResNet-502026.0583.81
RMEMSAFE+ASR (ours)Backbone=ResNet-502026.0583.81
ROID + ASRBackbone=ViT-B/162026.0584.04
ROID + ASRBackbone=ViT-B/162026.0584.04
ROID + ASRBackbone=ResNet-502026.0584.56
ROID + ASRBackbone=ResNet-502026.0584.56
ROIDBackbone=ResNet-502026.0586.07
ROIDBackbone=ResNet-502026.0586.07
SourceBackbone=ViT-B/162026.0586.58
SourceBackbone=ViT-B/162026.0586.58
RMEMSAFE, no ASRBackbone=ResNet-502026.0586.6
RMEMSAFE, no ASRBackbone=ResNet-502026.0586.6
ROID + RDumbBackbone=ResNet-502026.0586.77
ROID + RDumbBackbone=ResNet-502026.0586.77
EATA + ASRBackbone=ResNet-502026.0588.89
EATA + ASRBackbone=ResNet-502026.0588.89
ETA + ASRBackbone=ResNet-502026.0589.74
ETA + ASRBackbone=ResNet-502026.0589.74
SourceBackbone=ResNet-502026.0598.67
SourceBackbone=ResNet-502026.0598.67