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 76–100 of 153 papers

TitleStatusHype
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
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
Spatio-temporal Sign Language Representation and Translation—0
A Comparative Analysis of Techniques and Algorithms for Recognising Sign Language—0
ADAT: Time-Series-Aware Adaptive Transformer Architecture for 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