Sign Language Translation on RWTH-PHOENIX-Weather 2014 T

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BLEU-4

Rank	Model	BLEU-4	ROUGE	Paper	Code	Year
1	MSKA-SLT	29.03	–	Multi-Stream Keypoint Attention Network for Sign Language Recognition and Translation	sutwangyan/MSKA	2024
2	TwoStream-SLT	28.95	–	Two-Stream Network for Sign Language Recognition and Translation	FangyunWei/SLRT	2022
3	SignBERT+	25.7	–	SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding		2023
4	S2T Stochastic Transformer (Ens)	25.59	–	Stochastic Transformer Networks with Linear Competing Units: Application to end-to-end SL Translation	avoskou/Stochastic-Transformer-Networks-with-Linear-Competing-Units-Application-to-end-to-end-SL-Translatio	2021
5	STMC+Transformer (Ens)	25.40	–	Better Sign Language Translation with STMC-Transformer	kayoyin/transformer-slt	2020
6	BN-TIN-Transf.+SignBT	24.32	–	Improving Sign Language Translation with Monolingual Data by Sign Back-Translation		2021
7	Signformer	23.43	48.53	Signformer is all you need: Towards Edge AI for Sign Language	EtaEnding/Signformer	2024
8	BERT2RND	22.47	–	Frozen Pretrained Transformers for Neural Sign Language Translation	m-decoster/fpt4slt	2021
9	BN-TIN-Transf.	21.68	–	Improving Sign Language Translation with Monolingual Data by Sign Back-Translation		2021
10	BERT2BERT	21.26	–	Frozen Pretrained Transformers for Neural Sign Language Translation	m-decoster/fpt4slt	2021
11	Sign2Gloss2Text	19.26	–	Neural Sign Language Translation	neccam/nslt	2018