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 101–125 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
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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