Word-level sign language recognition on MS-ASL 500
71.24Top-1 AccSignBERT(H+R)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SignBERT(H+R)RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 71.24 | 89.12 | — | |
| Ours6RGB=true, Flow=true, Local=true, Skeleton=true2021.06 | 65.46 | 84.85 | 88.94 | |
| Ours 6RGB=true, Flow=true, Local=true, Skeleton=true2021.06 | 65.46 | 84.85 | 88.94 | |
| Ours4RGB=true, Flow=true, Local=true, Skeleton=false2021.06 | 64.66 | 84.69 | 88.94 | |
| Ours 4RGB=true, Flow=true, Local=false, Skeleton=true2021.06 | 64.66 | 84.69 | 88.94 | |
| Ours5RGB=true, Flow=true, Local=false, Skeleton=true2021.06 | 63.44 | 83.97 | 88.68 | |
| Ours 5RGB=true, Flow=false, Local=true, Skeleton=true2021.06 | 63.44 | 83.97 | 88.68 | |
| Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 63.36 | 84.64 | 88.51 | |
| Baseline2RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 63.36 | 84.64 | 88.51 | |
| SignBERT(H+P)RGB=false, Flow=false, Local=false, Skeleton=true2021.06 | 59.8 | 80.94 | — | |
| Ours3RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 58.6 | 79.18 | 85.28 | |
| Ours 3RGB=true, Flow=true, Local=false, Skeleton=false2021.06 | 58.6 | 79.18 | 85.28 | |
| Ours1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 56.37 | 78 | 83.76 | |
| Ours 1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 56.37 | 78 | 83.76 | |
| Ours2RGB=true, Flow=false, Local=true, Skeleton=false2021.06 | 52.63 | 75.81 | 82.96 | |
| Ours 2RGB=true, Flow=false, Local=false, Skeleton=true2021.06 | 52.63 | 75.81 | 82.96 | |
| Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 50.27 | 75.39 | 82.29 | |
| Baseline1RGB=true, Flow=false, Local=false, Skeleton=false2021.06 | 50.27 | 75.39 | 82.29 |