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 1–10 of 153 papers

TitleStatusHype
Speak2Sign3D: A Multi-modal Pipeline for English Speech to American Sign Language Animation—0
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 Translation—0
ADAT: Time-Series-Aware Adaptive Transformer Architecture for Sign Language Translation—0
Hands-On: Segmenting Individual Signs from Continuous Sequences—0
A multitask transformer to sign language translation using motion gesture primitives—0
Sign Language Translation using Frame and Event Stream: Benchmark Dataset and AlgorithmsCode1
Spatio-temporal transformer to support automatic sign language translation—0
Uni-Sign: Toward Unified Sign Language Understanding at ScaleCode2
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All datasetsRWTH-PHOENIX-Weather 2014 TCSL-DailyASLG-PC12How2SignLSA-TMediapi-RGB

Benchmark Results

#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