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The deaf and hard of hearing community relies on American Sign Language (ASL) as their primary mode of communication, but communication with others who do not know ASL can be difficult, especially during emergencies where no interpreter is…

图像与视频处理 · 电气工程与系统科学 2023-05-12 Janice Nguyen , Y. Curtis Wang

AI technologies for Natural Languages have made tremendous progress recently. However, commensurate progress has not been made on Sign Languages, in particular, in recognizing signs as individual words or as complete sentences. We introduce…

计算与语言 · 计算机科学 2021-10-13 Prem Selvaraj , Gokul NC , Pratyush Kumar , Mitesh Khapra

As the main means of communication for deaf people, sign language has a special grammatical order, so it is meaningful and valuable to develop a real-time translation system for sign language. In the research process, we added a TSM module…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Shengzhuo Wei , Yan Lan

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

Individuals with language disorders often face significant communication challenges due to their limited language processing and comprehension abilities, which also affect their interactions with voice-assisted systems that mostly rely on…

音频与语音处理 · 电气工程与系统科学 2025-02-21 Seungbae Kim , Daeun Lee , Brielle Stark , Jinyoung Han

Sign languages are visual languages using manual articulations and non-manual elements to convey information. For sign language recognition and translation, the majority of existing approaches directly encode RGB videos into hidden…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Yutong Chen , Ronglai Zuo , Fangyun Wei , Yu Wu , Shujie Liu , Brian Mak

Language Identification (LID) is a crucial preliminary process in the field of Automatic Speech Recognition (ASR) that involves the identification of a spoken language from audio samples. Contemporary systems that can process speech in…

机器学习 · 计算机科学 2026-03-04 Atanu Mandal , Santanu Pal , Indranil Dutta , Mahidas Bhattacharya , Sudip Kumar Naskar

Large language models have revolutionized sign language generation by automatically transforming text into high-quality sign language videos, providing accessible communication for the Deaf community. However, existing LLM-based approaches…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Yanchao Zhao , Jihao Zhu , Yu Liu , Weizhuo Chen , Yuling Yang , Kun Peng

Sign language discourse is an essential mode of daily communication for the deaf and hard-of-hearing people. However, research on Bangla Sign Language (BdSL) faces notable limitations, primarily due to the lack of datasets. Recognizing…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Husne Ara Rubaiyeat , Hasan Mahmud , Ahsan Habib , Md. Kamrul Hasan

This paper introduces an open-source interface for American Sign Language fingerspell recognition and semantic pose retrieval, aimed to serve as a stepping stone towards more advanced sign language translation systems. Utilizing a…

计算与语言 · 计算机科学 2024-08-20 Kevin Jose Thomas

Continuous Sign Language Recognition (CSLR) focuses on the interpretation of a sequence of sign language gestures performed continually without pauses. In this study, we conduct an empirical evaluation of recent deep learning CSLR…

计算与语言 · 计算机科学 2024-10-23 Sarah Alyami , Hamzah Luqman

Sign Language Translation (SLT) is a task that has not been studied relatively much compared to the study of Sign Language Recognition (SLR). However, the SLR is a study that recognizes the unique grammar of sign language, which is…

计算机视觉与模式识别 · 计算机科学 2022-06-15 Youngmin Kim , Minji Kwak , Dain Lee , Yeongeun Kim , Hyeongboo Baek

Sign language translation (SLT) is a challenging task that involves translating sign language images into spoken language. For SLT models to perform this task successfully, they must bridge the modality gap and identify subtle variations in…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Jungeun Kim , Hyeongwoo Jeon , Jongseong Bae , Ha Young Kim

Effective communication is vital in healthcare, especially across language barriers, where non-verbal cues and gestures are critical. This paper presents a privacy-preserving vision-language framework for medical interpreter robots that…

机器人学 · 计算机科学 2026-03-09 Thanh-Tung Ngo , Emma Murphy , Robert J. Ross

Sign language is an essential resource enabling access to communication and proper socioemotional development for individuals suffering from disabling hearing loss. As this population is expected to reach 700 million by 2050, the importance…

计算机视觉与模式识别 · 计算机科学 2022-02-18 Cleison Correia de Amorim , Cleber Zanchettin

Recent advances in tracking sensors and pose estimation software enable smart systems to use trajectories of skeleton joint locations for supervised learning. We study the problem of accurately recognizing sign language words, which is key…

计算机视觉与模式识别 · 计算机科学 2022-02-04 Joachim Gudmundsson , Martin P. Seybold , John Pfeifer

Sign Language Recognition is one of the most growing fields of research today. Many new techniques have been developed recently in these fields. Here in this paper, we have proposed a system using Eigen value weighted Euclidean distance as…

计算机视觉与模式识别 · 计算机科学 2013-03-05 Joyeeta Singha , Karen Das

ChatGPT is a language model based on Generative AI. Existing research work on ChatGPT focused on its use in various domains. However, its potential for Sign Language Translation (SLT) is yet to be explored. This paper addresses this void.…

计算与语言 · 计算机科学 2024-01-17 Nada Shahin , Leila Ismail

Sign Languages are expressed through hand and upper body gestures as well as facial expressions. Therefore, Sign Language Recognition (SLR) needs to focus on all such cues. Previous work uses hand-crafted mechanisms or network aggregation…

计算机视觉与模式识别 · 计算机科学 2020-09-30 Çağrı Gökçe , Oğulcan Özdemir , Ahmet Alp Kındıroğlu , Lale Akarun

Spoken language recognition (SLR) is the task of automatically identifying the language present in a speech signal. Existing SLR models are either too computationally expensive or too large to run effectively on devices with limited…

计算与语言 · 计算机科学 2023-06-06 Oriol Nieto , Zeyu Jin , Franck Dernoncourt , Justin Salamon
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