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
Sign2GPT: Leveraging Large Language Models for Gloss-Free Sign Language Translation—0
E-TSL: A Continuous Educational Turkish Sign Language Dataset with Baseline Methods—0
Stream State-tying for Sign Language Recognition—0
CorrNet+: Sign Language Recognition and Translation via Spatial-Temporal CorrelationCode1
LLMs are Good Sign Language Translators—0
Factorized Learning Assisted with Large Language Model for Gloss-free Sign Language TranslationCode1
Using an LLM to Turn Sign Spottings into Spoken Language Sentences—0
Mediapi-RGB: Enabling Technological Breakthroughs in French Sign Language (LSF) Research through an Extensive Video-Text CorpusCode0
Towards Privacy-Aware Sign Language Translation at ScaleCode1
Unsupervised Sign Language Translation and Generation—0
ChatGPT, Let us Chat Sign Language: Experiments, Architectural Elements, Challenges and Research Directions—0
A Simple Baseline for Spoken Language to Sign Language Translation with 3D Avatars—0
Conditional Variational Autoencoder for Sign Language Translation with Cross-Modal AlignmentCode1
VK-G2T: Vision and Context Knowledge enhanced Gloss2Text—0
Fingerspelling PoseNet: Enhancing Fingerspelling Translation with Pose-Based Transformer ModelsCode0
JWSign: A Highly Multilingual Corpus of Bible Translations for more Diversity in Sign Language ProcessingCode0
sign.mt: Real-Time Multilingual Sign Language Translation Application—0
A New Dataset for End-to-End Sign Language Translation: The Greek Elementary School Dataset—0
SignBank+: Preparing a Multilingual Sign Language Dataset for Machine Translation Using Large Language ModelsCode1
Exploring Attention Mechanisms in Integration of Multi-Modal Information for Sign Language Recognition and Translation—0
Sign Language Translation with Iterative Prototype—0
Toward American Sign Language Processing in the Real World: Data, Tasks, and Methods—0
Is context all you need? Scaling Neural Sign Language Translation to Large Domains of Discourse—0
Gloss-free Sign Language Translation: Improving from Visual-Language PretrainingCode1
Gloss Attention for Gloss-free Sign Language TranslationCode1
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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