# Sign Language Recognition on CSL-Daily (dev)

Source: [Sign Language Recognition on CSL-Daily (dev)](<https://www.sota2.com/research/sota/sign-language-recognition-on-csl-daily-dev>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:08:27.501Z

Evaluation of Sign Language Recognition performance on the development split of the CSL-Daily dataset, 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) | CSL-Daily (dev) |
| Metric | WER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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](<https://www.sota2.com/research/sota/sign-language-recognition-on-csl-daily-dev.md?metric=WER>): Lower is better; unit: PERCENT.

## Recorded results

| Method | WER | Result date | Report paper |
| --- | --- | --- | --- |
| TwoStream-SLR | 25.4 | Not recorded | 68fa73231e209131cea5a980 |
| MSKA-SLR | 28.2 | Not recorded | 68fa73231e209131cea5a980 |
| CorrNet | 30.6 | Not recorded | 68fa73231e209131cea5a980 |
| AdaBrowse+ | 31.2 | Not recorded | 68fa73231e209131cea5a980 |
| CTCA | 31.3 | Not recorded | 68fa73231e209131cea5a980 |
| DNF | 32.8 | Not recorded | 68fa73231e209131cea5a980 |
| Joint-SLRT | 33.1 | Not recorded | 68fa73231e209131cea5a980 |
| FCN | 33.2 | Not recorded | 68fa73231e209131cea5a980 |
| SignBT | 33.2 | Not recorded | 68fa73231e209131cea5a980 |
| TwoStream-SLR | 34.6 | Not recorded | 68fa73231e209131cea5a980 |
| LS-HAN | 39 | Not recorded | 68fa73231e209131cea5a980 |
| SubUNets | 41.4 | Not recorded | 68fa73231e209131cea5a980 |

### TwoStream-SLR

WER: 25.4. Result ID: 6992bf703a6c314849113727.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42451.md>)

[Implementation](<https://github.com/FangyunWei/SLRT>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### MSKA-SLR

WER: 28.2. Result ID: 6992bf703a6c31484911372b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Implementation](<https://github.com/sutwangyan/MSKA>)

Recorded evaluation configuration: {"Modality":"Keypoint-based","Pre-trained":"No"}. This record does not assert independent reproduction.

### CorrNet

WER: 30.6. Result ID: 6992bf703a6c314849113726.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42543.md>)

[Implementation](<https://github.com/hulianyuyy/CorrNet>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### AdaBrowse+

WER: 31.2. Result ID: 6992bf703a6c314849113729.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa2d.md>)

[Implementation](<https://github.com/hulianyuyy/AdaBrowse>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### CTCA

WER: 31.3. Result ID: 6992bf703a6c314849113728.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### DNF

WER: 32.8. Result ID: 6992bf703a6c314849113722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### Joint-SLRT

WER: 33.1. Result ID: 6992bf703a6c314849113724.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67551e209131cea15913.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"No"}. This record does not assert independent reproduction.

### FCN

WER: 33.2. Result ID: 6992bf703a6c314849113723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68df1e209131cea1edc4.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"No"}. This record does not assert independent reproduction.

### SignBT

WER: 33.2. Result ID: 6992bf703a6c314849113725.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a021e209131cea25582.md>)

[Implementation](<http://home.ustc.edu.cn/~zhouh156/dataset/csl-daily>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### TwoStream-SLR

WER: 34.6. Result ID: 6992bf703a6c31484911372a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42451.md>)

[Implementation](<https://github.com/FangyunWei/SLRT>)

Recorded evaluation configuration: {"Modality":"Keypoint-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### LS-HAN

WER: 39. Result ID: 6992bf703a6c314849113721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea8763e.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

### SubUNets

WER: 41.4. Result ID: 6992bf703a6c314849113720.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73231e209131cea5a980.md>)

Recorded evaluation configuration: {"Modality":"RGB-based","Pre-trained":"Yes"}. This record does not assert independent reproduction.

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