Sign language recognition: A deep survey

R Rastgoo, K Kiani, S Escalera - Expert Systems with Applications, 2021 - Elsevier
Sign language, as a different form of the communication language, is important to large
groups of people in society. There are different signs in each sign language with variability …

[HTML][HTML] A survey on Sign Language machine translation

A Núñez-Marcos, O Perez-de-Viñaspre… - Expert Systems with …, 2023 - Elsevier
Abstract Sign Languages (SLs) are employed by deaf and hard-of-hearing (DHH) people to
communicate on a daily basis. However, the communication with hearing people still faces …

Sign pose-based transformer for word-level sign language recognition

M Boháček, M Hrúz - Proceedings of the IEEE/CVF winter …, 2022 - openaccess.thecvf.com
In this paper we present a system for word-level sign language recognition based on the
Transformer model. We aim at a solution with low computational cost, since we see great …

Deepsign: Sign language detection and recognition using deep learning

D Kothadiya, C Bhatt, K Sapariya, K Patel… - Electronics, 2022 - mdpi.com
The predominant means of communication is speech; however, there are persons whose
speaking or hearing abilities are impaired. Communication presents a significant barrier for …

Continuous sign language recognition with correlation network

L Hu, L Gao, Z Liu, W Feng - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Human body trajectories are a salient cue to identify actions in video. Such body trajectories
are mainly conveyed by hands and face across consecutive frames in sign language …

C2slr: Consistency-enhanced continuous sign language recognition

R Zuo, B Mak - Proceedings of the IEEE/CVF Conference …, 2022 - openaccess.thecvf.com
The backbone of most deep-learning-based continuous sign language recognition (CSLR)
models consists of a visual module, a sequential module, and an alignment module …

Natural language-assisted sign language recognition

R Zuo, F Wei, B Mak - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
Sign languages are visual languages which convey information by signers' handshape,
facial expression, body movement, and so forth. Due to the inherent restriction of …

Deep learning for sign language recognition: Current techniques, benchmarks, and open issues

M Al-Qurishi, T Khalid, R Souissi - IEEE Access, 2021 - ieeexplore.ieee.org
People with hearing impairments are found worldwide; therefore, the development of
effective local level sign language recognition (SLR) tools is essential. We conducted a …

Artificial intelligence technologies for sign language

I Papastratis, C Chatzikonstantinou, D Konstantinidis… - Sensors, 2021 - mdpi.com
AI technologies can play an important role in breaking down the communication barriers of
deaf or hearing-impaired people with other communities, contributing significantly to their …

Including signed languages in natural language processing

K Yin, A Moryossef, J Hochgesang, Y Goldberg… - arXiv preprint arXiv …, 2021 - arxiv.org
Signed languages are the primary means of communication for many deaf and hard of
hearing individuals. Since signed languages exhibit all the fundamental linguistic properties …