ML Research Wiki / Benchmarks / Sign Language Translation / RWTH-PHOENIX-Weather 2014 T

RWTH-PHOENIX-Weather 2014 T

Sign Language Translation Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: BLEU-4

Top Performing Models

Rank Model Paper BLEU-4 Date Code
1 MSKA-SLT Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation 29.03 2024-05-09 📦 sutwangyan/MSKA
2 TwoStream-SLT Two-Stream Network for Sign Language Recognition and Translation 28.95 2022-11-02 📦 FangyunWei/SLRT
3 SignBERT+ SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding 25.70 2023-05-08 -
4 S2T Stochastic Transformer (Ens) Stochastic Transformer Networks with Linear Competing Units: Application to end-to-end SL Translation 25.59 2021-09-01 📦 avoskou/Stochastic-Transformer-Networks-with-Linear-Competing-Units-Application-to-end-to-end-SL-Translatio
5 STMC+Transformer (Ens) Better Sign Language Translation with STMC-Transformer 25.40 2020-04-01 📦 kayoyin/transformer-slt
6 BN-TIN-Transf.+SignBT Improving Sign Language Translation with Monolingual Data by Sign Back-Translation 24.32 2021-05-26 -
7 Signformer Signformer is all you need: Towards Edge AI for Sign Language 23.43 2024-11-19 📦 EtaEnding/Signformer
8 BN-TIN-Transf. Improving Sign Language Translation with Monolingual Data by Sign Back-Translation 21.68 2021-05-26 -

All Papers (8)

sutwangyan/MSKA
FangyunWei/SLRT
avoskou/Stochastic-Transformer-Networks-with-Linear-Competing-Units-Application-to-end-to-end-SL-Translatio
kayoyin/transformer-slt
EtaEnding/Signformer