ML Research Wiki / Benchmarks / Sign Language Recognition / CSL-Daily

CSL-Daily

Sign Language Recognition Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Word Error Rate (WER)

Top Performing Models

Rank Model Paper Word Error Rate (WER) Date Code
1 BN-TIN+Transf. Improving Sign Language Translation with Monolingual Data by Sign Back-Translation 33.10 2021-05-26 -
2 C2SLR Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal 31.00 2022-12-26 📦 2000zrl/lcsa_c2slr_srm
3 SEN Self-Emphasizing Network for Continuous Sign Language Recognition 30.70 2022-11-30 📦 hulianyuyy/sen_cslr 📦 hulianyuyy/adabrowse
4 AdaBrowse AdaBrowse: Adaptive Video Browser for Efficient Continuous Sign Language Recognition 30.60 2023-08-16 📦 hulianyuyy/adabrowse
5 CorrNet Continuous Sign Language Recognition with Correlation Network 30.10 2023-03-06 📦 hulianyuyy/corrnet 📦 hulianyuyy/corrnet_plus 📦 hulianyuyy/adaptsign
6 TCNet TCNet: Continuous Sign Language Recognition from Trajectories and Correlated Regions 29.30 2024-03-18 📦 hotfinda/tcnet
7 CorrNet+ACDR Denoising-Contrastive Alignment for Continuous Sign Language Recognition 29.00 2023-05-05 -
8 MSKA-SLR Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation 27.80 2024-05-09 📦 sutwangyan/MSKA
9 Uni-Sign 📚 Uni-Sign: Toward Unified Sign Language Understanding at Scale 26.00 2025-01-25 📦 zechengli19/uni-sign
10 SLA-LoRA CLIP-SLA: Parameter-Efficient CLIP Adaptation for Continuous Sign Language Recognition 25.80 2025-04-02 📦 snalyami/CLIP-SLA

All Papers (12)

2000zrl/lcsa_c2slr_srm
hulianyuyy/sen_cslr hulianyuyy/adabrowse
hulianyuyy/adabrowse
hulianyuyy/corrnet hulianyuyy/corrnet_plus hulianyuyy/adaptsign
hotfinda/tcnet
sutwangyan/MSKA
zechengli19/uni-sign
snalyami/CLIP-SLA
FangyunWei/SLRT
kaistmm/SlowFastSign