Sign Language Recognition on Phoenix 2014T (test)
0.193WERTwoStream-SLR (Ours)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TwoStream-SLR (Ours)Modality=RGB + Pose2022.11 | 0.193 | — | — | |
| TwoStream-SLRModality=RGB-based, Pre-trained=Yes2024.05 | 0.193 | — | — | |
| SignBERT+Modality=RGB2023.05 | 0.199 | 4.3 | 3.9 | |
| SignBERT+ (+R)Modality=RGB-based, Pre-trained=Yes2024.05 | 0.199 | — | — | |
| CTCAModality=RGB-based, Pre-trained=Yes2024.05 | 0.203 | — | — | |
| C2SLR (RGB+Pose)Modality=RGB + Pose2022.11 | 0.204 | — | — | |
| C2SLRModality=RGB-based, Pre-trained=Yes2024.05 | 0.204 | — | — | |
| CorrNetModality=RGB-based, Pre-trained=Yes2024.05 | 0.205 | — | — | |
| MSKA-SLRModality=Keypoint-based, Pre-trained=No2024.05 | 0.205 | — | — | |
| AdaBrowse+Modality=RGB-based, Pre-trained=Yes2024.05 | 0.206 | — | — | |
| STMC-R (RGB+Pose)Modality=RGB + Pose2022.11 | 0.21 | — | — | |
| STMCModality=RGB2023.05 | 0.21 | — | — | |
| STMCModality=RGB-based, Pre-trained=Yes2024.05 | 0.21 | — | — | |
| SMKDModality=RGB2022.11 | 0.224 | — | — | |
| MMTLBModality=RGB2022.11 | 0.225 | — | — | |
| MMTLBModality=RGB-based, Pre-trained=Yes2024.05 | 0.225 | — | — | |
| PiSLTRc-RModality=RGB2023.05 | 0.229 | 5.1 | 4.4 | |
| DNFModality=RGB2023.05 | 0.235 | 9.8 | 2.4 | |
| SignBTModality=RGB2022.11 | 0.239 | — | — | |
| SignBTModality=RGB-based, Pre-trained=Yes2024.05 | 0.239 | — | — | |
| CNN-LSTM-HMMs (Multi-Stream)Modality=RGB + hand/mouth shape2022.11 | 0.241 | — | — | |
| 3-streamModality=RGB2023.05 | 0.241 | — | — | |
| CNN-LSTM-HMMModality=RGB-based, Pre-trained=No2024.05 | 0.241 | — | — | |
| Joint-SLRTModality=RGB2022.11 | 0.245 | — | — | |
| Joint-SLRTModality=RGB-based, Pre-trained=No2024.05 | 0.245 | — | — | |
| SL-TransModality=RGB2023.05 | 0.246 | 11.2 | 6.1 | |
| FCNModality=RGB2022.11 | 0.251 | — | — | |
| FCNModality=RGB2023.05 | 0.251 | — | — | |
| FCNModality=RGB-based, Pre-trained=No2024.05 | 0.251 | — | — | |
| Self-Mutual KDExtraction Category=Gloss-based Feature Extraction2024.05 | 0.2538 | — | — | |
| SFLModality=RGB2022.11 | 0.261 | — | — | |
| 1-streamModality=RGB2023.05 | 0.265 | — | — | |
| TwoStream-SLRModality=Keypoint-based, Pre-trained=Yes2024.05 | 0.272 | — | — | |
| Sign RecognitionExtraction Category=Gloss-based Feature Extraction2024.05 | 0.2959 | — | — | |
| SignBERT+Modality=Pose2023.05 | 0.336 | 8.4 | 5.3 | |
| SignBERT+Modality=Keypoint-based, Pre-trained=No2024.05 | 0.336 | — | — | |
| P-TransModality=Pose2023.05 | 0.398 | 11.4 | 3.8 | |
| P-BLSTMModality=Pose2023.05 | 0.402 | 12.9 | 3.1 | |
| I3D PretrainedExtraction Category=Gloss-free Feature Extraction2024.05 | 0.6174 | — | — | |
| SignCLExtraction Category=Gloss-free Feature Extraction, Base=VLP Pretrained2024.05 | 0.6333 | — | — | |
| VLP PretrainedExtraction Category=Gloss-free Feature Extraction2024.05 | 0.6972 | — | — |