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ResearchFormerly WizWand

Continual Test-Time Adaptation on CCC Medium

41.66Error (%)RMEMSAFE + ASR
40.352449.178758.00566.8313May 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
RMEMSAFE + ASRBackbone=ViT-B/162026.0541.66
RMEMSAFE+ASR (ours)Backbone=ViT-B/162026.0541.66
ROID + ASRBackbone=ViT-B/162026.0541.72
ROID + ASRBackbone=ViT-B/162026.0541.72
ROIDBackbone=ViT-B/162026.0542.69
ROIDBackbone=ViT-B/162026.0542.69
ROID + RDumbBackbone=ViT-B/162026.0543.06
ROID + RDumbBackbone=ViT-B/162026.0543.06
RMEMSAFE, no ASRBackbone=ViT-B/162026.0543.86
RMEMSAFE, no ASRBackbone=ViT-B/162026.0543.86
ETA + ASRBackbone=ViT-B/162026.0545.93
EATA + ASRBackbone=ViT-B/162026.0545.93
ETA + ASRBackbone=ViT-B/162026.0545.93
EATA + ASRBackbone=ViT-B/162026.0545.93
SourceBackbone=ViT-B/162026.0551.44
SourceBackbone=ViT-B/162026.0551.44
RMEMSAFE + ASRBackbone=ResNet-502026.0551.62
RMEMSAFE+ASR (ours)Backbone=ResNet-502026.0551.62
ROID + ASRBackbone=ResNet-502026.0552.8
ROID + ASRBackbone=ResNet-502026.0552.8
ETA + ASRBackbone=ResNet-502026.0553.58
ETA + ASRBackbone=ResNet-502026.0553.58
EATA + ASRBackbone=ResNet-502026.0553.62
EATA + ASRBackbone=ResNet-502026.0553.62
RMEMSAFE, no ASRBackbone=ResNet-502026.0553.73
RMEMSAFE, no ASRBackbone=ResNet-502026.0553.73
ROIDBackbone=ResNet-502026.0554.24
ROIDBackbone=ResNet-502026.0554.24
ROID + RDumbBackbone=ResNet-502026.0554.52
ROID + RDumbBackbone=ResNet-502026.0554.52
SourceBackbone=ResNet-502026.0574.35
SourceBackbone=ResNet-502026.0574.35