Word-level sign language recognition on MS-ASL 100
89.56Top-1 AccuracySignBERT(H+R)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 89.56 | 97.36 | — | |
| SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 89.56 | 97.36 | — | |
| Ours5RGB=true, Flow=true, Local=false, Skeleton=true2021.06 | 84.22 | 94.77 | 96.48 | |
| Ours 5RGB=true, Flow=false, Local=true, Skeleton=true2021.06 | 84.22 | 94.77 | 96.48 | |
| Ours6RGB=true, Flow=true, Local=true, Skeleton=true2021.06 | 83.86 | 94.86 | 96.66 | |
| Ours 6RGB=true, Flow=true, Local=true, Skeleton=true2021.06 | 83.86 | 94.86 | 96.66 | |
| Ours4RGB=true, Flow=true, Local=true, Skeleton=false2021.06 | 83.84 | 94.69 | 96.18 | |
| Ours 4RGB=true, Flow=true, Local=false, Skeleton=true2021.06 | 83.84 | 94.69 | 96.18 | |
| Cross-domainRGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 83.04 | 93.46 | — | |
| Cross-domainRGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 83.04 | 93.46 | — | |
| Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 82.46 | 94.66 | 96.61 | |
| Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 82.46 | 94.66 | 96.61 | |
| SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.06 | 81.37 | 93.66 | — | |
| SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.06 | 81.37 | 93.66 | — | |
| Ours3RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 76.69 | 92.65 | 95.35 | |
| Ours 3RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 76.69 | 92.65 | 95.35 | |
| Ours2RGB=true, Flow=false, Local=true, Skeleton=false2021.06 | 75.61 | 92.38 | 95.07 | |
| Ours 2RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 75.61 | 92.38 | 95.07 | |
| Ours1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 75.12 | 91.33 | 93.87 | |
| Ours 1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 75.12 | 91.33 | 93.87 | |
| Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 73.69 | 91.38 | 93.87 | |
| Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 73.69 | 91.38 | 93.87 |