# Sign Language Recognition on Phoenix 2014 (test) Source: [Sign Language Recognition on Phoenix 2014 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:27.484Z Evaluation of Sign Language Recognition performance on the test split of the Phoenix 2014 dataset, typically measured using Word Error Rate (WER). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Sign Language Recognition | | Dataset (including any stated split) | Phoenix 2014 (test) | | Metric | WER | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [WER](): Lower is better; unit: PERCENT. ## Recorded results | Method | WER | Result date | Report paper | | --- | --- | --- | --- | | TwoStream-SLR | 18.8 | Not recorded | 68fa73231e209131cea5a980 | | CorrNet | 19.4 | Not recorded | 68fa73231e209131cea5a980 | | SignBERT+ (+R) | 20 | Not recorded | 68fa73231e209131cea5a980 | | CTCA | 20.1 | Not recorded | 68fa73231e209131cea5a980 | | C2SLR | 20.4 | Not recorded | 68fa73231e209131cea5a980 | | STMC | 20.7 | Not recorded | 68fa73231e209131cea5a980 | | AdaBrowse+ | 20.7 | Not recorded | 68fa73231e209131cea5a980 | | MSKA-SLR | 22.1 | Not recorded | 68fa73231e209131cea5a980 | | VAC | 22.3 | Not recorded | 68fa73231e209131cea5a980 | | PiSLTR-R | 23.2 | Not recorded | 68fa73231e209131cea5a980 | | FCN | 23.9 | Not recorded | 68fa73231e209131cea5a980 | | DNF | 24.4 | Not recorded | 68fa73231e209131cea5a980 | | CNN-LSTM-HMM | 26 | Not recorded | 68fa73231e209131cea5a980 | | TwoStream-SLR | 28 | Not recorded | 68fa73231e209131cea5a980 | | Hybrid CNN-HMM | 32.5 | Not recorded | 68fa73231e209131cea5a980 | | SignBERT+ | 34.1 | Not recorded | 68fa73231e209131cea5a980 | | SubUNets | 40.7 | Not recorded | 68fa73231e209131cea5a980 | ### TwoStream-SLR WER: 18.8. Result ID: 6992bf703a6c3148491136fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### CorrNet WER: 19.4. Result ID: 6992bf703a6c3148491136fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### SignBERT+ (+R) WER: 20. Result ID: 6992bf703a6c3148491136fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### CTCA WER: 20.1. Result ID: 6992bf703a6c3148491136fd. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### C2SLR WER: 20.4. Result ID: 6992bf703a6c3148491136f9. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### STMC WER: 20.7. Result ID: 6992bf703a6c3148491136f8. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### AdaBrowse+ WER: 20.7. Result ID: 6992bf703a6c3148491136fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### MSKA-SLR WER: 22.1. Result ID: 6992bf703a6c314849113701. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Keypoint-based","Pre-trained":"No"}. This record does not assert independent reproduction. ### VAC WER: 22.3. Result ID: 6992bf703a6c3148491136f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### PiSLTR-R WER: 23.2. Result ID: 6992bf703a6c3148491136f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### FCN WER: 23.9. Result ID: 6992bf703a6c3148491136f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"No"}. This record does not assert independent reproduction. ### DNF WER: 24.4. Result ID: 6992bf703a6c3148491136f3. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### CNN-LSTM-HMM WER: 26. Result ID: 6992bf703a6c3148491136f4. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"No"}. This record does not assert independent reproduction. ### TwoStream-SLR WER: 28. Result ID: 6992bf703a6c3148491136ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Keypoint-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### Hybrid CNN-HMM WER: 32.5. Result ID: 6992bf703a6c3148491136f2. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. ### SignBERT+ WER: 34.1. Result ID: 6992bf703a6c314849113700. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Keypoint-based","Pre-trained":"No"}. This record does not assert independent reproduction. ### SubUNets WER: 40.7. Result ID: 6992bf703a6c3148491136f1. [Reporting paper]() Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.