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

Showing 110 of 153 papers

TitleStatusHype
Speak2Sign3D: A Multi-modal Pipeline for English Speech to American Sign Language Animation0
Geo-Sign: Hyperbolic Contrastive Regularisation for Geometrically Aware Sign Language TranslationCode1
Multilingual Gloss-free Sign Language Translation: Towards Building a Sign Language Foundation ModelCode0
Bridging Sign and Spoken Languages: Pseudo Gloss Generation for Sign Language Translation0
ADAT: Time-Series-Aware Adaptive Transformer Architecture for Sign Language Translation0
Hands-On: Segmenting Individual Signs from Continuous Sequences0
A multitask transformer to sign language translation using motion gesture primitives0
Sign Language Translation using Frame and Event Stream: Benchmark Dataset and AlgorithmsCode1
Spatio-temporal transformer to support automatic sign language translation0
Uni-Sign: Toward Unified Sign Language Understanding at ScaleCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MSKA-SLTBLEU-429.03Unverified
2TwoStream-SLTBLEU-428.95Unverified
3SignBERT+BLEU-425.7Unverified
4S2T Stochastic Transformer (Ens)BLEU-425.59Unverified
5STMC+Transformer (Ens)BLEU-425.4Unverified
6BN-TIN-Transf.+SignBTBLEU-424.32Unverified
7SignformerBLEU-423.43Unverified
8BERT2RNDBLEU-422.47Unverified
9BN-TIN-Transf.BLEU-421.68Unverified
10BERT2BERTBLEU-421.26Unverified