Word-level sign language recognition on MS-ASL 200
86.98Top-1 AccuracySignBERT(H+R)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 86.98 | 96.39 | — | |
| SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 86.98 | 96.39 | — | |
| Ours6RGB=true, Flow=true, Local=true, Skeleton=true2021.06 | 80.72 | 92.76 | 95.43 | |
| Ours 6RGB=true, Flow=true, Local=true, Skeleton=true2021.06 | 80.72 | 92.76 | 95.43 | |
| Ours4RGB=true, Flow=true, Local=true, Skeleton=false2021.06 | 80.4 | 93.29 | 95.11 | |
| Ours 4RGB=true, Flow=true, Local=false, Skeleton=true2021.06 | 80.4 | 93.29 | 95.11 | |
| Cross-domainRGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 80.31 | 91.82 | — | |
| Cross-domainRGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 80.31 | 91.82 | — | |
| Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 79.02 | 92.46 | 95.01 | |
| Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 79.02 | 92.46 | 95.01 | |
| Ours5RGB=true, Flow=true, Local=false, Skeleton=true2021.06 | 78.86 | 92.26 | 94.58 | |
| Ours 5RGB=true, Flow=false, Local=true, Skeleton=true2021.06 | 78.86 | 92.26 | 94.58 | |
| SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.06 | 77.34 | 91.1 | — | |
| SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.06 | 77.34 | 91.1 | — | |
| Ours3RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 73.32 | 89.42 | 92.18 | |
| Ours 3RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 73.32 | 89.42 | 92.18 | |
| Ours1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 73.11 | 89.27 | 92.38 | |
| Ours 1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 73.11 | 89.27 | 92.38 | |
| Ours2RGB=true, Flow=false, Local=true, Skeleton=false2021.06 | 70.17 | 86.27 | 91.02 | |
| Ours 2RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 70.17 | 86.27 | 91.02 | |
| Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 69.16 | 86.26 | 90.43 | |
| Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 69.16 | 86.26 | 90.43 |