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视觉手语翻译技术研究综述

LYU Jiawei LI Shaobin ZHU Ruolin

计算机工程与应用2025,Vol.61Issue(24):68-85,18.
计算机工程与应用2025,Vol.61Issue(24):68-85,18.DOI:10.3778/j.issn.1002-8331.2503-0238

视觉手语翻译技术研究综述

Review of Research on Visual Sign Language Translation Technology

LYU Jiawei 1LI Shaobin 1ZHU Ruolin1

作者信息

  • 1. School of Information and Communication Engineering,Communication University of China,Beijing 100024,China
  • 折叠

摘要

Abstract

Visual sign language translation(VSLT)serves as a crucial bridge between the deaf and hearing communities.With the rapid development of computer vision and deep learning,VSLT has made significant progress in recent years.Its aim is to automatically convert sign language video sequences into natural language text,facilitating accessibility and inclusivity.To provide a comprehensive and systematic review of VSLT,this study examines the field from three key per-spectives.It categorizes and analyzes VSLT researches,discussing the methodological characteristics and technological evolution.It provides the description of sign language data acquisition equipment,publicly available multi-language sign language datasets,and commonly used evaluation metrics.It examines the current state of research and practical applications,identifies existing challenges,and proposes relevant outlooks and feasible measures for researchers.

关键词

视频理解/手语翻译/计算机视觉/深度学习

Key words

video understanding/sign language translation/computer vision/deep learning

分类

信息技术与安全科学

引用本文复制引用

LYU Jiawei,LI Shaobin,ZHU Ruolin..视觉手语翻译技术研究综述[J].计算机工程与应用,2025,61(24):68-85,18.

基金项目

国家重点研发计划(2018YFB1404103) (2018YFB1404103)

国家留学基金委(CSC202507050016). (CSC202507050016)

计算机工程与应用

OA北大核心

1002-8331

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