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The recognition of sign language is a challenging task with an important role in society to facilitate the communication of deaf persons. We propose a new approach of Spatial-Temporal Graph Convolutional Network to sign language recognition…

机器学习 · 计算机科学 2020-05-21 Cleison Correia de Amorim , David Macêdo , Cleber Zanchettin

Sign languages are the primary means of communication for many hard-of-hearing people worldwide. Recently, to bridge the communication gap between the hard-of-hearing community and the rest of the population, several sign language…

计算与语言 · 计算机科学 2023-07-12 Abhinav Joshi , Susmit Agrawal , Ashutosh Modi

Computational sign language research lacks the large-scale datasets that enables the creation of useful reallife applications. To date, most research has been limited to prototype systems on small domains of discourse, e.g. weather…

计算机视觉与模式识别 · 计算机科学 2021-05-07 Necati Cihan Camgoz , Ben Saunders , Guillaume Rochette , Marco Giovanelli , Giacomo Inches , Robin Nachtrab-Ribback , Richard Bowden

Sign language is one of the most effective communication tools for people with hearing difficulties. Most existing works focus on improving the performance of sign language tasks on RGB videos, which may suffer from degraded recording…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Pengyu Zhang , Hao Yin , Zeren Wang , Wenyue Chen , Shengming Li , Dong Wang , Huchuan Lu , Xu Jia

A long-standing goal in the field of sensory substitution is to enable sound perception for deaf and hard of hearing (DHH) people by visualizing audio content. Different from existing models that translate to hand sign language, between…

人机交互 · 计算机科学 2023-02-15 Chunjin Song , Yuchi Zhang , Willis Peng , Parmis Mohaghegh , Bastian Wandt , Helge Rhodin

Sign languages play a crucial role in the communication of deaf communities, but they are often marginalized, limiting access to essential services such as healthcare and education. This study proposes an automatic sign language recognition…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Fraisse Sacré Takouchouang , Ho Tuong Vinh

The need of sign language is increasing radically especially to hearing impaired community. Only few research groups try to automatically recognize sign language from video, colored gloves and etc. Their approach requires a valid…

计算机视觉与模式识别 · 计算机科学 2010-01-13 M. Krishnaveni , Dr. V. Radha

Sign language plays a crucial role in bridging communication gaps between the deaf and hard-of-hearing communities. However, existing sign language video generation models often rely on complex intermediate representations, which limits…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Liuzhou Zhang , Zeyu Zhang , Biao Wu , Luyao Tang , Zirui Song , Hongyang He , Renda Han , Guangzhen Yao , Huacan Wang , Ronghao Chen , Xiuying Chen , Guan Huang , Zheng Zhu

Sign language is the window for people differently-abled to express their feelings as well as emotions. However, it remains challenging for people to learn sign language in a short time. To address this real-world challenge, in this work,…

计算机视觉与模式识别 · 计算机科学 2022-07-11 Yucheng Suo , Zhedong Zheng , Xiaohan Wang , Bang Zhang , Yi Yang

Generating natural and linguistically accurate sign language avatars remains a formidable challenge. Current Sign Language Production (SLP) frameworks face a stark trade-off: direct text-to-pose models suffer from regression-to-the-mean…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Jianhe Low , Alexandre Symeonidis-Herzig , Maksym Ivashechkin , Ozge Mercanoglu Sincan , Richard Bowden

Isolated Sign Language Recognition (ISLR) is critical for bridging the communication gap between the Deaf and Hard-of-Hearing (DHH) community and the hearing world. However, robust ISLR is fundamentally constrained by data scarcity and the…

计算机视觉与模式识别 · 计算机科学 2025-12-12 Meher Md Saad

Sign Language helps people with Speaking and Hearing Disabilities communicate with others efficiently. Sign Language identification is a challenging area in the field of computer vision and recent developments have been able to achieve near…

计算机视觉与模式识别 · 计算机科学 2021-01-21 Yugam Bajaj , Puru Malhotra

This demo paper presents sign.mt, an open-source application pioneering real-time multilingual bi-directional translation between spoken and signed languages. Harnessing state-of-the-art open-source models, this tool aims to address the…

计算与语言 · 计算机科学 2024-08-06 Amit Moryossef

Like spoken languages, a single sign language expression could correspond to multiple valid textual interpretations. Hence, learning a rigid one-to-one mapping for sign language translation (SLT) models might be inadequate, particularly in…

多媒体 · 计算机科学 2024-10-28 Xin Shen , Lei Shen , Shaozu Yuan , Heming Du , Haiyang Sun , Xin Yu

Sign Language Translation (SLT) is a challenging task that aims to translate sign videos into spoken language. Inspired by the strong translation capabilities of large language models (LLMs) that are trained on extensive multilingual text…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Jia Gong , Lin Geng Foo , Yixuan He , Hossein Rahmani , Jun Liu

Sign languages are multi-channel languages that communicate information through not just the hands (manual signals) but also facial expressions and upper body movements (non-manual signals). However, since automatic sign language…

计算与语言 · 计算机科学 2024-06-12 Jung-Ho Kim , Mathew Huerta-Enochian , Changyong Ko , Du Hui Lee

Sign Languages are the primary form of communication for Deaf communities across the world. To break the communication barriers between the Deaf and Hard-of-Hearing and the hearing communities, it is imperative to build systems capable of…

Machine Translation has played a critical role in reducing language barriers, but its adaptation for Sign Language Machine Translation (SLMT) has been less explored. Existing works on SLMT mostly use the Transformer neural network which…

计算与语言 · 计算机科学 2025-02-19 Nada Shahin , Leila Ismail

Many technologies for human-computer interaction have been designed for hearing individuals and depend upon vocalized speech, precluding users of American Sign Language (ASL) in the Deaf community from benefiting from these advancements.…

Human communication is inherently multimodal, involving a combination of verbal and non-verbal cues such as speech, facial expressions, and body gestures. Modeling these behaviors is essential for understanding human interaction and for…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Changan Chen , Juze Zhang , Shrinidhi K. Lakshmikanth , Yusu Fang , Ruizhi Shao , Gordon Wetzstein , Li Fei-Fei , Ehsan Adeli
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