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

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Showing 51–100 of 153 papers

TitleStatusHype
DiffSLT: Enhancing Diversity in Sign Language Translation via Diffusion Model—0
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction—0
Leveraging the Power of MLLMs for Gloss-Free Sign Language Translation—0
Enhanced Sign Language Translation between American Sign Language (ASL) and Indian Sign Language (ISL) Using LLMs—0
Diverse Sign Language TranslationCode0
SignAttention: On the Interpretability of Transformer Models for Sign Language TranslationCode0
American Sign Language to Text Translation using Transformer and Seq2Seq with LSTM—0
ELMI: Interactive and Intelligent Sign Language Translation of Lyrics for Song Signing—0
Sign Language Sense DisambiguationCode0
Cross-Attention Based Influence Model for Manual and Nonmanual Sign Language Analysis—0
1DCNNTrans: BISINDO Sign Language Interpreters in Improving the Inclusiveness of Public Services—0
Less is more: concatenating videos for Sign Language Translation from a small set of signsCode0
From Rule-Based Models to Deep Learning Transformers Architectures for Natural Language Processing and Sign Language Translation Systems: Survey, Taxonomy and Performance Evaluation—0
FLEURS-ASL: Including American Sign Language in Massively Multilingual Multitask Evaluation—0
C^2RL: Content and Context Representation Learning for Gloss-free Sign Language Translation and Retrieval—0
Scaling up Multimodal Pre-training for Sign Language Understanding—0
Sign Language Translation with Sentence Embedding SupervisionCode0
Fingerspelling within Sign Language Translation—0
FSboard: Over 3 million characters of ASL fingerspelling collected via smartphones—0
EvSign: Sign Language Recognition and Translation with Streaming Events—0
Scaling Sign Language Translation—0
A Spatio-Temporal Representation Learning as an Alternative to Traditional Glosses in Sign Language Translation and Production—0
Gloss2Text: Sign Language Gloss translation using LLMs and Semantically Aware Label SmoothingCode0
Reconsidering Sentence-Level Sign Language Translation—0
SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale—0
SignBLEU: Automatic Evaluation of Multi-channel Sign Language TranslationCode0
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
LLMs are Good Sign Language Translators—0
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
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
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
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
A two-way translation system of Chinese sign language based on computer vision—0
SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding—0
A Comparative Analysis of Techniques and Algorithms for Recognising Sign Language—0
Better Sign Language Translation with Monolingual DataCode0
A comparison of small sample methods for Handshape RecognitionCode0
Spatio-temporal Sign Language Representation and 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