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Sign Language Translation On Rwth Phoenix

Metrics

BLEU-4

Results

Performance results of various models on this benchmark

Model Name
BLEU-4
Paper TitleRepository
SignBERT+25.7SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding-
MSKA-SLT29.03Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation
BERT2BERT21.26Frozen Pretrained Transformers for Neural Sign Language Translation
BN-TIN-Transf.+SignBT24.32Improving Sign Language Translation with Monolingual Data by Sign Back-Translation-
S2T Stochastic Transformer (Ens)25.59Stochastic Transformer Networks with Linear Competing Units: Application to end-to-end SL Translation
TwoStream-SLT28.95Two-Stream Network for Sign Language Recognition and Translation
BERT2RND22.47Frozen Pretrained Transformers for Neural Sign Language Translation
Signformer23.43Signformer is all you need: Towards Edge AI for Sign Language
BN-TIN-Transf.21.68Improving Sign Language Translation with Monolingual Data by Sign Back-Translation-
Sign2Gloss2Text19.26Neural Sign Language Translation
STMC+Transformer (Ens)25.40Better Sign Language Translation with STMC-Transformer
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