Continuous Sign Language Recognition on PHOENIX 14 (dev test)
18WER (Dev)SlowFastSign
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SlowFastSignModality=RGB Only2023.09 | 18 | 18.3 | — | |
| TwoStream-SLRModality=RGB + Keypoints2023.09 | 18.4 | 18.8 | — | |
| CorrnetModality=RGB Only2023.09 | 18.8 | 19.4 | — | |
| SENModality=RGB Only2023.09 | 19.5 | 21 | — | |
| TLPModality=RGB Only2023.09 | 19.7 | 20.8 | — | |
| C2SLRModality=RGB + Keypoints2023.09 | 20.5 | 20.4 | — | |
| SOSModality=RGB + Scene2023.09 | 20.6 | 21.5 | — | |
| SMKDModality=RGB Only2023.09 | 20.8 | 21 | — | |
| SSSLRModality=RGB Only2023.09 | 20.9 | 20.8 | — | |
| STMCModality=RGB + Keypoints2023.09 | 21.1 | 20.7 | — | |
| VACModality=RGB Only2023.09 | 21.2 | 22.3 | — | |
| CMAModality=RGB Only2023.09 | 21.3 | 21.9 | — | |
| LCSAModality=RGB Only2023.09 | 21.4 | 21.9 | — | |
| DNFModality=RGB + Optical Flow2023.09 | 23.1 | 22.9 | — | |
| FCNModality=RGB Only2023.09 | 23.7 | 23.9 | — | |
| SFLModality=RGB Only2023.09 | 26.2 | 26.8 | — | |
| SLA-AdapterParams (M)=30.8, Training Epochs=40, Training Time (h)=36.62025.04 | — | — | 18.8 | |
| SLA-LoRAParams (M)=26.2, Training Epochs=35, Training Time (h)=32.02025.04 | — | — | 19.3 | |
| SlowFastSignParams (M)=52.5, Training Epochs=80, Training Time (h)=65.32025.04 | — | — | 18.3 | |
| TwoStreamSLRParams (M)=105.2, Training Epochs=120, Training Time (h)=2402025.04 | — | — | 18.8 |