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Automatic Sign Language Translation (SLT) is a research avenue of great societal impact. End-to-End SLT facilitates the interaction of Hard-of-Hearing (HoH) with hearing people, thus improving their social life and opportunities for…

计算与语言 · 计算机科学 2023-10-10 Andreas Voskou , Konstantinos P. Panousis , Harris Partaourides , Kyriakos Tolias , Sotirios Chatzis

Language models for American Sign Language (ASL) could make language technologies substantially more accessible to those who sign. To train models on tasks such as isolated sign recognition (ISR) and ASL-to-English translation, datasets…

计算与语言 · 计算机科学 2024-11-07 Lee Kezar , Nidhi Munikote , Zian Zeng , Zed Sehyr , Naomi Caselli , Jesse Thomason

Sign language translation (SLT) addresses the problem of translating information from a sign language in video to a spoken language in text. Existing studies, while showing progress, are often limited to narrow domains and/or few sign…

计算与语言 · 计算机科学 2024-07-17 Biao Zhang , Garrett Tanzer , Orhan Firat

Automatic sign language recognition plays a crucial role in bridging the communication gap between deaf communities and hearing individuals; however, most available datasets focus on American Sign Language. For Romanian Isolated Sign…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Cătălin-Alexandru Rîpanu , Andrei-Theodor Hotnog , Giulia-Stefania Imbrea , Dumitru-Clementin Cercel

Sign Language Translation (SLT) aims to convert sign language (SL) videos into spoken language text, thereby bridging the communication gap between the sign and the spoken community. While most existing works focus on translating a single…

计算与语言 · 计算机科学 2025-06-02 Sihan Tan , Taro Miyazaki , Kazuhiro Nakadai

The study aims to enhance mathematics education accessibility for hard-of-hearing students by developing an accurate Palestinian sign language PSL recognition system using advanced artificial intelligence techniques. Due to the scarcity of…

计算与语言 · 计算机科学 2025-08-08 Fidaa Khandaqji , Huthaifa I. Ashqar , Abdelrahem Atawnih

The recent surge in large language models has automated translations of spoken and written languages. However, these advances remain largely inaccessible to American Sign Language (ASL) users, whose language relies on complex visual cues.…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Daniel Perkins , Davis Hunter , Dhrumil Patel , Galen Flanagan

After the interviews, it has been comprehended that speech-impaired individuals who use sign languages have difficulty communicating with other people who do not know sign language. Due to the communication problems, the sense of…

计算机视觉与模式识别 · 计算机科学 2022-03-09 Arda Mavi , Zeynep Dikle

The past decade has seen great advancements in speech recognition for control of interactive devices, personal assistants, and computer interfaces. However, Deaf and hard-ofhearing (HoH) individuals, whose primary mode of communication is…

信号处理 · 电气工程与系统科学 2021-11-19 Emre Kurtoglu , Ali C. Gurbuz , Evie A. Malaia , Darrin Griffin , Chris Crawford , Sevgi Z. Gurbuz

In this paper, we propose a 3D Convolutional Neural Network (3DCNN) based multi-stream framework to recognize American Sign Language (ASL) manual signs (consisting of movements of the hands, as well as non-manual face movements in some…

计算机视觉与模式识别 · 计算机科学 2019-06-10 Longlong Jing , Elahe Vahdani , Matt Huenerfauth , Yingli Tian

Sign language recognition (SLR) is a challenging problem, involving complex manual features, i.e., hand gestures, and fine-grained non-manual features (NMFs), i.e., facial expression, mouth shapes, etc. Although manual features are…

计算机视觉与模式识别 · 计算机科学 2021-08-17 Hezhen Hu , Wengang Zhou , Junfu Pu , Houqiang Li

Sign language, which conveys meaning through gestures, is the chief means of communication among deaf people. Recognizing sign language in natural settings presents significant challenges due to factors such as lighting, background clutter,…

计算机视觉与模式识别 · 计算机科学 2023-08-25 Bowen Shi

The limited amount of labeled data for training the Brazilian Sign Language (Libras) to Portuguese Translation models is a challenging problem due to video collection and annotation costs. This paper proposes generating sign language…

计算机视觉与模式识别 · 计算机科学 2024-09-04 David Vinicius da Silva , Valter Estevam , David Menotti

The American Sign Language Linguistic Research Project (ASLLRP) provides Internet access to high-quality ASL video data, generally including front and side views and a close-up of the face. The manual and non-manual components of the…

计算与语言 · 计算机科学 2022-01-21 Carol Neidle , Augustine Opoku , Dimitris Metaxas

Sign language recognition and translation technologies have the potential to increase access and inclusion of deaf signing communities, but research progress is bottlenecked by a lack of representative data. We introduce a new resource for…

This paper introduces a novel Russian speech dataset called Golos, a large corpus suitable for speech research. The dataset mainly consists of recorded audio files manually annotated on the crowd-sourcing platform. The total duration of the…

音频与语音处理 · 电气工程与系统科学 2021-06-21 Nikolay Karpov , Alexander Denisenko , Fedor Minkin

Automatic sign language translation has gained particular interest in the computer vision and computational linguistics communities in recent years. Given each sign language country particularities, machine translation requires local data…

计算与语言 · 计算机科学 2025-07-30 Ariel E. Stassi , Yanina Boria , J. Matías Di Martino , Gregory Randall

Automatic Sign Language (SL) recognition is an important task in the computer vision community. To build a robust SL recognition system, we need a considerable amount of data which is lacking particularly in Indian sign language (ISL). In…

计算机视觉与模式识别 · 计算机科学 2024-09-30 Suvajit Patra , Arkadip Maitra , Megha Tiwari , K. Kumaran , Swathy Prabhu , Swami Punyeshwarananda , Soumitra Samanta

It has always been a rather tough task to communicate with someone possessing a hearing impairment. One of the most tested ways to establish such a communication is through the use of sign based languages. However, not many people are aware…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Sharanya Mukherjee , Md Hishaam Akhtar , Kannadasan R

Emotion Recognition in Conversation is a core component of affective computing, while current resources of sign language emotion datasets primarily focus on isolated sentences and lack conversational context. Models trained exclusively on…

计算与语言 · 计算机科学 2026-05-25 Yusong Wang , Keyu Mao , Takao Obi , Minghao Shao , Kotaro Funakoshi