Sign language recognition systems: A decade systematic literature review

A Wadhawan, P Kumar - Archives of computational methods in …, 2021 - Springer
Despite the importance of sign language recognition systems, there is a lack of a Systematic
Literature Review and a classification scheme for it. This is the first identifiable academic …

Review of three-dimensional human-computer interaction with focus on the leap motion controller

D Bachmann, F Weichert, G Rinkenauer - Sensors, 2018 - mdpi.com
Modern hardware and software development has led to an evolution of user interfaces from
command-line to natural user interfaces for virtual immersive environments. Gestures …

An integrated mediapipe-optimized GRU model for Indian sign language recognition

B Subramanian, B Olimov, SM Naik, S Kim, KH Park… - Scientific Reports, 2022 - nature.com
Sign language recognition is challenged by problems, such as accurate tracking of hand
gestures, occlusion of hands, and high computational cost. Recently, it has benefited from …

SignFi: Sign language recognition using WiFi

Y Ma, G Zhou, S Wang, H Zhao, W Jung - Proceedings of the ACM on …, 2018 - dl.acm.org
We propose SignFi to recognize sign language gestures using WiFi. SignFi uses Channel
State Information (CSI) measured by WiFi packets as the input and a Convolutional Neural …

American sign language recognition and training method with recurrent neural network

CKM Lee, KKH Ng, CH Chen, HCW Lau… - Expert Systems with …, 2021 - Elsevier
Though American sign language (ASL) has gained recognition from the American society,
few ASL applications have been developed with educational purposes. Those designed …

British sign language recognition via late fusion of computer vision and leap motion with transfer learning to american sign language

JJ Bird, A Ekárt, DR Faria - Sensors, 2020 - mdpi.com
In this work, we show that a late fusion approach to multimodality in sign language
recognition improves the overall ability of the model in comparison to the singular …

Recognition of American sign language gestures in a virtual reality using leap motion

A Vaitkevičius, M Taroza, T Blažauskas… - Applied Sciences, 2019 - mdpi.com
Featured Application We describe a system that uses a Leap Motion device to recognize the
gestures performed by users while immersed in a Virtual Reality (VR). The developed …

Indian sign language alphabet recognition system using CNN with diffGrad optimizer and stochastic pooling

U Nandi, A Ghorai, MM Singh, C Changdar… - Multimedia Tools and …, 2023 - Springer
India has the largest deaf population in the world and sign language is the principal medium
for such persons to share information with normal people and among themselves. Yet …

American sign language words recognition of skeletal videos using processed video driven multi-stacked deep LSTM

SB Abdullahi, K Chamnongthai - Sensors, 2022 - mdpi.com
Complex hand gesture interactions among dynamic sign words may lead to
misclassification, which affects the recognition accuracy of the ubiquitous sign language …

Technological solutions for sign language recognition: a scoping review of research trends, challenges, and opportunities

B Joksimoski, E Zdravevski, P Lameski, IM Pires… - IEEE …, 2022 - ieeexplore.ieee.org
Sign languages are critical in conveying meaning by the use of a visual-manual modality
and are the primary means of communication of the deaf and hard of hearing with their …