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ResearchFormerly WizWand

Continual Test-Time Adaptation on CCC Easy

35.97Error (%)RMEMSAFE + ASR
34.895642.147849.456.6522May 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
RMEMSAFE + ASRBackbone=ViT-B/162026.0535.97
RMEMSAFE+ASR (ours)Backbone=ViT-B/162026.0535.97
ROID + ASRBackbone=ViT-B/162026.0536.47
ROID + ASRBackbone=ViT-B/162026.0536.47
ROIDBackbone=ViT-B/162026.0536.56
ROIDBackbone=ViT-B/162026.0536.56
ROID + RDumbBackbone=ViT-B/162026.0536.8
ROID + RDumbBackbone=ViT-B/162026.0536.8
RMEMSAFE, no ASRBackbone=ViT-B/162026.0537.37
RMEMSAFE, no ASRBackbone=ViT-B/162026.0537.37
ETA + ASRBackbone=ViT-B/162026.0541.18
EATA + ASRBackbone=ViT-B/162026.0541.18
ETA + ASRBackbone=ViT-B/162026.0541.18
EATA + ASRBackbone=ViT-B/162026.0541.18
SourceBackbone=ViT-B/162026.0541.72
SourceBackbone=ViT-B/162026.0541.72
RMEMSAFE + ASRBackbone=ResNet-502026.0545.27
RMEMSAFE+ASR (ours)Backbone=ResNet-502026.0545.27
ROID + ASRBackbone=ResNet-502026.0546.46
ROID + ASRBackbone=ResNet-502026.0546.46
ETA + ASRBackbone=ResNet-502026.0546.7
ETA + ASRBackbone=ResNet-502026.0546.7
EATA + ASRBackbone=ResNet-502026.0546.71
EATA + ASRBackbone=ResNet-502026.0546.71
RMEMSAFE, no ASRBackbone=ResNet-502026.0546.8
RMEMSAFE, no ASRBackbone=ResNet-502026.0546.8
ROIDBackbone=ResNet-502026.0547.61
ROIDBackbone=ResNet-502026.0547.61
ROID + RDumbBackbone=ResNet-502026.0547.78
ROID + RDumbBackbone=ResNet-502026.0547.78
SourceBackbone=ResNet-502026.0562.83
SourceBackbone=ResNet-502026.0562.83