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 101–150 of 153 papers

TitleStatusHype
sign.mt: Real-Time Multilingual Sign Language Translation Application—0
SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale—0
SignNet: Single Channel Sign Generation using Metric Embedded Learning—0
Signs as Tokens: An Autoregressive Multilingual Sign Language Generator—0
SimulSLT: End-to-End Simultaneous Sign Language Translation—0
Skeletor: Skeletal Transformers for Robust Body-Pose Estimation—0
1DCNNTrans: BISINDO Sign Language Interpreters in Improving the Inclusiveness of Public Services—0
Spatio-temporal transformer to support automatic sign language translation—0
Speak2Sign3D: A Multi-modal Pipeline for English Speech to American Sign Language Animation—0
Stream State-tying for Sign Language Recognition—0
Text2Sign: Towards Sign Language Production Using Neural Machine Translation and Generative Adversarial Networks—0
Toward American Sign Language Processing in the Real World: Data, Tasks, and Methods—0
Towards Large Vocabulary Kazakh-Russian Sign Language Dataset: KRSL-OnlineSchool—0
A Spatio-Temporal Representation Learning as an Alternative to Traditional Glosses in Sign Language Translation and Production—0
Unsupervised Sign Language Translation and Generation—0
Using an LLM to Turn Sign Spottings into Spoken Language Sentences—0
Variational Bayesian Sequence-to-Sequence Networks for Memory-Efficient Sign Language Translation—0
VK-G2T: Vision and Context Knowledge enhanced Gloss2Text—0
Optimised Preprocessing for Automatic Mouth Gesture Classification—0
Prior Knowledge and Memory Enriched Transformer for Sign Language Translation—0
Real-Time Multilingual Sign Language Processing—0
Reconsidering Sentence-Level Sign Language Translation—0
Scaling Sign Language Translation—0
Scaling up Multimodal Pre-training for Sign Language Understanding—0
Score-level Multi Cue Fusion for Sign Language Recognition—0
Sequence-to-Sequence Natural Language to Humanoid Robot Sign Language—0
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction—0
Sign2GPT: Leveraging Large Language Models for Gloss-Free Sign Language Translation—0
SignBERT+: Hand-model-aware Self-supervised Pre-training for Sign Language Understanding—0
Sign Language Production With Avatar Layering: A Critical Use Case over Rare Words—0
Sign Language Recognition Using Temporal Classification—0
Sign Language Translation in a Healthcare Setting—0
Neural Sign Language TranslationCode0
JWSign: A Highly Multilingual Corpus of Bible Translations for more Diversity in Sign Language ProcessingCode0
A comparison of small sample methods for Handshape RecognitionCode0
Real-time Bangla Sign Language TranslatorCode0
Fingerspelling PoseNet: Enhancing Fingerspelling Translation with Pose-Based Transformer ModelsCode0
Improvement in Sign Language Translation Using Text CTC AlignmentCode0
A Simple Baseline for Spoken Language to Sign Language Translation with 3D AvatarsCode0
A Token-level Contrastive Framework for Sign Language TranslationCode0
Sign Language Translation with Sentence Embedding SupervisionCode0
Gloss2Text: Sign Language Gloss translation using LLMs and Semantically Aware Label SmoothingCode0
Better Sign Language Translation with Monolingual DataCode0
Diverse Sign Language TranslationCode0
SignAttention: On the Interpretability of Transformer Models for Sign Language TranslationCode0
Multilingual Gloss-free Sign Language Translation: Towards Building a Sign Language Foundation ModelCode0
Two-Stream Network for Sign Language Recognition and TranslationCode0
SignBLEU: Automatic Evaluation of Multi-channel Sign Language TranslationCode0
Mediapi-RGB: Enabling Technological Breakthroughs in French Sign Language (LSF) Research through an Extensive Video-Text CorpusCode0
Tackling Low-Resourced Sign Language Translation: UPC at WMT-SLT 22Code0
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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