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In the past decades the set of human tasks that are solved by machines was extended dramatically. From simple image classification problems researchers now move towards solving more sophisticated and vital problems, like, autonomous driving…

Computer Vision and Pattern Recognition · Computer Science 2020-04-13 Evgeny Izutov

Sign Language (SL) automatic processing slowly progresses bottom-up. The field has seen proposition to handle the video signal, to recognize and synthesize sublexical and lexical units. It starts to see the development of supra-lexical…

Computation and Language · Computer Science 2014-03-19 Rémi Dubot , Christophe Collet

Both manual (relating to the use of hands) and non-manual markers (NMM), such as facial expressions or mouthing cues, are important for providing the complete meaning of phrases in American Sign Language (ASL). Efforts have been made in…

Computer Vision and Pattern Recognition · Computer Science 2024-09-13 Lipisha Chaudhary , Fei Xu , Ifeoma Nwogu

Systems that can efficiently search collections of sign language videos have been highlighted as a useful application of sign language technology. However, the problem of searching videos beyond individual keywords has received limited…

Computer Vision and Pattern Recognition · Computer Science 2022-09-16 Amanda Duarte , Samuel Albanie , Xavier Giró-i-Nieto , Gül Varol

Audio is the primary modality for human communication and has driven the success of Automatic Speech Recognition (ASR) technologies. However, such audio-centric systems inherently exclude individuals who are deaf or hard of hearing. Visual…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Jeong Hun Yeo , Hyeongseop Rha , Sungjune Park , Junil Won , Yong Man Ro

Sign language is the preferred method of communication of deaf or mute people, but similar to any language, it is difficult to learn and represents a significant barrier for those who are hard of hearing or unable to speak. A person's…

Computer Vision and Pattern Recognition · Computer Science 2022-12-26 Neil Song , Yu Xiang

Sign Language Processing (SLP) is an interdisciplinary field comprised of Natural Language Processing (NLP) and Computer Vision. It is focused on the computational understanding, translation, and production of signed languages. Traditional…

Computation and Language · Computer Science 2024-12-04 Amit Moryossef

More than 80% of the 1.6B English speakers do not use Standard American English (SAE), yet LLMs often fail to correctly identify non-SAE dialects and generate stereotyped responses for their speakers. We introduce DialectLLM, the first…

Computation and Language · Computer Science 2026-05-08 Jio Oh , Paul Vicinanza , Thomas Butler , Steven Euijong Whang , Dezhi Hong , Amani Namboori

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…

Computer Vision and Pattern Recognition · Computer Science 2022-03-09 Arda Mavi , Zeynep Dikle

This paper employs a multimodal approach for continuous sign recognition by first using ML for detecting the start and end frames of signs in videos of American Sign Language (ASL) sentences, and then by recognizing the segmented signs. For…

Computer Vision and Pattern Recognition · Computer Science 2025-12-08 Mingyu Zhao , Zhanfu Yang , Yang Zhou , Zhaoyang Xia , Can Jin , Xiaoxiao He , Dimitris N. Metaxas

Current automatic speech recognition (ASR) models are designed to be used across many languages and tasks without substantial changes. However, this broad language coverage hides performance gaps within languages, for example, across…

Computation and Language · Computer Science 2024-10-04 Giuseppe Attanasio , Beatrice Savoldi , Dennis Fucci , Dirk Hovy

Sign languages are multi-channel visual languages, where signers use a continuous 3D space to communicate.Sign Language Production (SLP), the automatic translation from spoken to sign languages, must embody both the continuous articulation…

Computer Vision and Pattern Recognition · Computer Science 2021-03-15 Ben Saunders , Necati Cihan Camgoz , Richard Bowden

Sign(ed) languages use gestures, such as hand or head movements, for communication. Sign language recognition is an assistive technology for individuals with hearing disability and its goal is to improve such individuals' life quality by…

Human-Computer Interaction · Computer Science 2019-11-04 Mohammad Eslami , Mahdi Karami , Sedigheh Eslami , Solale Tabarestani , Farah Torkamani-Azar , Christoph Meinel

Deaf and hard-of-hearing (DHH) students face significant barriers in accessing science, technology, engineering, and mathematics (STEM) education, notably due to the scarcity of STEM resources in signed languages. To help address this, we…

Computation and Language · Computer Science 2024-11-11 Kayo Yin , Chinmay Singh , Fyodor O. Minakov , Vanessa Milan , Hal Daumé , Cyril Zhang , Alex X. Lu , Danielle Bragg

Spoken language assessment (SLA) systems restrict themselves to evaluating the pronunciation and oral fluency of a speaker by analysing the read and spontaneous spoken utterances respectively. The assessment of language grammar or…

Computation and Language · Computer Science 2024-10-03 Sunil Kumar Kopparapu , Chitralekha Bhat , Ashish Panda

Sign Language Recognition (SLR) is an important step in facilitating the communication among deaf people and the rest of society. Existing Persian sign language recognition systems are mainly restricted to static signs which are not very…

Computer Vision and Pattern Recognition · Computer Science 2019-12-05 Saeideh Ghanbari Azar , Hadi Seyedarabi

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…

Computer Vision and Pattern Recognition · Computer Science 2025-12-12 Meher Md Saad

An inclusive science, technology, engineering and mathematics (STEM) workforce is needed to maintain America's leadership in the scientific enterprise. Increasing the participation of underrepresented groups in STEM, including persons with…

Human-Computer Interaction · Computer Science 2020-07-17 Meenakshi Das , Daniela Marghitu , Fatemeh Jamshidi , Mahender Mandala , Ayanna Howard

Sign language recognition (SLR) plays a vital role in facilitating communication for the hearing-impaired community. SLR is a weakly supervised task where entire videos are annotated with glosses, making it challenging to identify the…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Hao Chen , Jiaze Wang , Ziyu Guo , Jinpeng Li , Donghao Zhou , Bian Wu , Chenyong Guan , Guangyong Chen , Pheng-Ann Heng

In recent years, written language, particularly in science and education, has undergone remarkable shifts in word usage. These changes are widely attributed to the growing influence of Large Language Models (LLMs), which frequently rely on…

Computation and Language · Computer Science 2025-08-04 Bryce Anderson , Riley Galpin , Tom S. Juzek