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 126–150 of 153 papers

TitleStatusHype
Coupling Natural Language Processing and Animation Synthesis in Portuguese Sign Language Translation—0
Cross-Attention Based Influence Model for Manual and Nonmanual Sign Language Analysis—0
Data Augmentation for Sign Language Gloss Translation—0
DeepASL: Enabling Ubiquitous and Non-Intrusive Word and Sentence-Level Sign Language Translation—0
DiffSLT: Enhancing Diversity in Sign Language Translation via Diffusion Model—0
Efficient sign language recognition system and dataset creation method based on deep learning and image processing—0
ELMI: Interactive and Intelligent Sign Language Translation of Lyrics for Song Signing—0
End-To-End Sign Language Translation via Multitask Learning—0
Enhanced Sign Language Translation between American Sign Language (ASL) and Indian Sign Language (ISL) Using LLMs—0
E-TSL: A Continuous Educational Turkish Sign Language Dataset with Baseline Methods—0
EvSign: Sign Language Recognition and Translation with Streaming Events—0
Fingerspelling within Sign Language Translation—0
FLEURS-ASL: Including American Sign Language in Massively Multilingual Multitask Evaluation—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
FSboard: Over 3 million characters of ASL fingerspelling collected via smartphones—0
GLaM-Sign: Greek Language Multimodal Lip Reading with Integrated Sign Language Accessibility—0
Hands-On: Segmenting Individual Signs from Continuous Sequences—0
Helping Domain Experts Build Speech Translation Systems—0
Improving Sign Language Translation with Monolingual Data by Sign Back-Translation—0
Is context all you need? Scaling Neural Sign Language Translation to Large Domains of Discourse—0
Keypoint based Sign Language Translation without Glosses—0
KoSign Sign Language Translation Project: Introducing The NIASL2021 Dataset—0
Learning Sign Language Representation using CNN LSTM, 3DCNN, CNN RNN LSTM and CCN TD—0
Leveraging Graph-based Cross-modal Information Fusion for Neural Sign Language Translation—0
Leveraging the Power of MLLMs for Gloss-Free Sign Language Translation—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