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Sign Language Translation

Given a video containing sign language, the task is to predict the translation into (written) spoken language.

Image credit: How2Sign

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 153 papers

Title	Date	Tasks	Status	Hype
Approaching Sign Language Gloss Translation as a Low-Resource Machine Translation Task	Aug 1, 2021	Machine TranslationSign Language Translation	—Unverified	0
A multitask transformer to sign language translation using motion gesture primitives	Mar 25, 2025	Sign Language Translation	—Unverified	0
Building Korean Sign Language Augmentation (KoSLA) Corpus with Data Augmentation Technique	Jul 12, 2022	Data AugmentationSign Language Translation	—Unverified	0
Bridging the gap between sign language machine translation and sign language animation using sequence classification	Sep 1, 2015	General ClassificationMachine Translation	—Unverified	0
A platform-independent user-friendly dictionary from Italian to LIS	May 1, 2012	Gesture RecognitionSign Language Recognition	—Unverified	0
Enhanced Sign Language Translation between American Sign Language (ASL) and Indian Sign Language (ISL) Using LLMs	Nov 19, 2024	Sign Language TranslationTranslation	—Unverified	0
Bridging Sign and Spoken Languages: Pseudo Gloss Generation for Sign Language Translation	May 21, 2025	In-Context LearningLarge Language Model	—Unverified	0
End-To-End Sign Language Translation via Multitask Learning	Nov 16, 2021	DecoderSign Language Recognition	—Unverified	0
ELMI: Interactive and Intelligent Sign Language Translation of Lyrics for Song Signing	Sep 15, 2024	Language ModelingLanguage Modelling	—Unverified	0
An Open Web Platform for Rule-Based Speech-to-Sign Translation	Aug 1, 2016	Machine TranslationSign Language Recognition	—Unverified	0

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All datasets RWTH-PHOENIX-Weather 2014 T CSL-Daily ASLG-PC12 How2Sign LSA-T Mediapi-RGB

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MSKA-SLT	BLEU-4	29.03	—	Unverified
2	TwoStream-SLT	BLEU-4	28.95	—	Unverified
3	SignBERT+	BLEU-4	25.7	—	Unverified
4	S2T Stochastic Transformer (Ens)	BLEU-4	25.59	—	Unverified
5	STMC+Transformer (Ens)	BLEU-4	25.4	—	Unverified
6	BN-TIN-Transf.+SignBT	BLEU-4	24.32	—	Unverified
7	Signformer	BLEU-4	23.43	—	Unverified
8	BERT2RND	BLEU-4	22.47	—	Unverified
9	BN-TIN-Transf.	BLEU-4	21.68	—	Unverified
10	BERT2BERT	BLEU-4	21.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TwoStream-SLT	BLEU-4	25.79	—	Unverified
2	MSKA-SLT	BLEU-4	25.52	—	Unverified
3	MMTLB	BLEU-4	23.92	—	Unverified
4	XmDA	BLEU-4	21.58	—	Unverified
5	BN-TIN-Transf.+SignBT	BLEU-4	21.34	—	Unverified
6	IP-SLT	BLEU-4	16.72	—	Unverified
7	ConSLT	BLEU-4	14.53	—	Unverified
8	BN-TIN-Transf.	BLEU-4	13.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer Ens.	BLEU-4	82.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1		BLEU	8.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Keypoints-Transformer-UNLP	Word Error Rate (WER)	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer Baseline	BLEU-4	4.14	—	Unverified