SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 153 papers

TitleStatusHype
SignAttention: On the Interpretability of Transformer Models for Sign Language TranslationCode0
A Token-level Contrastive Framework for Sign Language TranslationCode0
JWSign: A Highly Multilingual Corpus of Bible Translations for more Diversity in Sign Language ProcessingCode0
Less is more: concatenating videos for Sign Language Translation from a small set of signsCode0
Gloss2Text: Sign Language Gloss translation using LLMs and Semantically Aware Label SmoothingCode0
A Simple Baseline for Spoken Language to Sign Language Translation with 3D AvatarsCode0
Clean Text and Full-Body Transformer: Microsoft's Submission to the WMT22 Shared Task on Sign Language Translation—0
FSboard: Over 3 million characters of ASL fingerspelling collected via smartphones—0
ChatGPT, Let us Chat Sign Language: Experiments, Architectural Elements, Challenges and Research Directions—0
A prototype Malayalam to Sign Language Automatic Translator—0
From Rule-Based Models to Deep Learning Transformers Architectures for Natural Language Processing and Sign Language Translation Systems: Survey, Taxonomy and Performance Evaluation—0
GLaM-Sign: Greek Language Multimodal Lip Reading with Integrated Sign Language Accessibility—0
FLEURS-ASL: Including American Sign Language in Massively Multilingual Multitask Evaluation—0
Changing the Representation: Examining Language Representation for Neural Sign Language Production—0
Fingerspelling within Sign Language Translation—0
C^2RL: Content and Context Representation Learning for Gloss-free Sign Language Translation and Retrieval—0
Approaching Sign Language Gloss Translation as a Low-Resource Machine Translation Task—0
A multitask transformer to sign language translation using motion gesture primitives—0
Building Korean Sign Language Augmentation (KoSLA) Corpus with Data Augmentation Technique—0
EvSign: Sign Language Recognition and Translation with Streaming Events—0
Bridging the gap between sign language machine translation and sign language animation using sequence classification—0
A platform-independent user-friendly dictionary from Italian to LIS—0
E-TSL: A Continuous Educational Turkish Sign Language Dataset with Baseline Methods—0
Enhanced Sign Language Translation between American Sign Language (ASL) and Indian Sign Language (ISL) Using LLMs—0
End-To-End Sign Language Translation via Multitask Learning—0
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All datasetsRWTH-PHOENIX-Weather 2014 TCSL-DailyASLG-PC12How2SignLSA-TMediapi-RGB

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MSKA-SLTBLEU-429.03—Unverified
2TwoStream-SLTBLEU-428.95—Unverified
3SignBERT+BLEU-425.7—Unverified
4S2T Stochastic Transformer (Ens)BLEU-425.59—Unverified
5STMC+Transformer (Ens)BLEU-425.4—Unverified
6BN-TIN-Transf.+SignBTBLEU-424.32—Unverified
7SignformerBLEU-423.43—Unverified
8BERT2RNDBLEU-422.47—Unverified
9BN-TIN-Transf.BLEU-421.68—Unverified
10BERT2BERTBLEU-421.26—Unverified
#ModelMetricClaimedVerifiedStatus
1TwoStream-SLTBLEU-425.79—Unverified
2MSKA-SLTBLEU-425.52—Unverified
3MMTLBBLEU-423.92—Unverified
4XmDABLEU-421.58—Unverified
5BN-TIN-Transf.+SignBTBLEU-421.34—Unverified
6IP-SLTBLEU-416.72—Unverified
7ConSLTBLEU-414.53—Unverified
8BN-TIN-Transf.BLEU-413.19—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer Ens.BLEU-482.87—Unverified
#ModelMetricClaimedVerifiedStatus
1BLEU8.03—Unverified
#ModelMetricClaimedVerifiedStatus
1Keypoints-Transformer-UNLPWord Error Rate (WER)0.94—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer BaselineBLEU-44.14—Unverified