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ResearchFormerly WizWand

Word-level sign language recognition on MS-ASL 100

89.56Top-1 AccuracySignBERT(H+R)
73.055277.340181.62585.9099Jun 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.0689.5697.36—
SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.0689.5697.36—
Ours5RGB=true, Flow=true, Local=false, Skeleton=true2021.0684.2294.7796.48
Ours 5RGB=true, Flow=false, Local=true, Skeleton=true2021.0684.2294.7796.48
Ours6RGB=true, Flow=true, Local=true, Skeleton=true2021.0683.8694.8696.66
Ours 6RGB=true, Flow=true, Local=true, Skeleton=true2021.0683.8694.8696.66
Ours4RGB=true, Flow=true, Local=true, Skeleton=false2021.0683.8494.6996.18
Ours 4RGB=true, Flow=true, Local=false, Skeleton=true2021.0683.8494.6996.18
Cross-domainRGB=true, Flow=false, Local=false, Skeleton=false2021.0683.0493.46—
Cross-domainRGB=true, Flow=false, Local=false, Skeleton=false2021.0683.0493.46—
Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.0682.4694.6696.61
Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.0682.4694.6696.61
SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.0681.3793.66—
SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.0681.3793.66—
Ours3RGB=true, Flow=false, Local=false, Skeleton=true2021.0676.6992.6595.35
Ours 3RGB=true, Flow=true, Local=false, Skeleton=false2021.0676.6992.6595.35
Ours2RGB=true, Flow=false, Local=true, Skeleton=false2021.0675.6192.3895.07
Ours 2RGB=true, Flow=false, Local=false, Skeleton=true2021.0675.6192.3895.07
Ours1RGB=true, Flow=false, Local=false, Skeleton=false2021.0675.1291.3393.87
Ours 1RGB=true, Flow=false, Local=false, Skeleton=false2021.0675.1291.3393.87
Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.0673.6991.3893.87
Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.0673.6991.3893.87