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 51–100 of 153 papers

TitleStatusHype
Neural Sign Language TranslationCode0
Real-time Bangla Sign Language TranslatorCode0
Gloss2Text: Sign Language Gloss translation using LLMs and Semantically Aware Label SmoothingCode0
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
LLaVA-SLT: Visual Language Tuning for Sign Language Translation—0
LLMs are Good Sign Language Translators—0
Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues—0
Machine Translation from Signed to Spoken Languages: State of the Art and Challenges—0
Master Thesis: Neural Sign Language Translation by Learning Tokenization—0
MLSLT: Towards Multilingual Sign Language Translation—0
Multi-channel Transformers for Multi-articulatory Sign Language Translation—0
Neural Sign Language Translation based on Human Keypoint Estimation—0
Neural Sign Language Translation by Learning Tokenization—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
Sign Language Translation: Ongoing Development, Challenges and Innovations in the SignON Project—0
Sign Language Translation with Hierarchical Spatio-TemporalGraph Neural Network—0
Sign Language Translation with Iterative Prototype—0
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
Two-Stream Network for Sign Language Recognition and Translation—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
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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