Recognition of Arabic air-written letters: machine learning, convolutional neural networks, and optical character recognition (OCR) techniques

KMO Nahar, I Alsmadi, RE Al Mamlook, A Nasayreh… - Sensors, 2023 - mdpi.com
Air writing is one of the essential fields that the world is turning to, which can benefit from the
world of the metaverse, as well as the ease of communication between humans and …

An advanced deep learning based three-stream hybrid model for dynamic hand gesture recognition

MA Rahim, ASM Miah, HS Akash, J Shin… - arXiv preprint arXiv …, 2024 - arxiv.org
In the modern context, hand gesture recognition has emerged as a focal point. This is due to
its wide range of applications, which include comprehending sign language, factories …

[HTML][HTML] A Temporal Convolutional Network for modeling raw 3D sequences and air-writing recognition

AK Singh, D Koundal - Decision Analytics Journal, 2024 - Elsevier
There has been a steady increase in gesture-based applications interacting with various
electronic devices. Characters and numerals are written in the air using air-writing …

ImAiR: Airwriting recognition framework using image representation of IMU signals

A Tripathi, AK Mondal, L Kumar… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
The problem of airwriting recognition is focused on identifying letters written by movement of
finger in free space. It is a type of gesture recognition where the dictionary corresponds to …

Handwriting recognition based on 3d accelerometer data by deep learning

P Lopez-Rodriguez, JG Avina-Cervantes… - Applied Sciences, 2022 - mdpi.com
Online handwriting recognition has been the subject of research for many years. Despite
that, a limited number of practical applications are currently available. The widespread use …

A digital pen-based writing state recognition algorithm for student performance assessment

L Han, B Pan, Y Chen, J Tang - Neural Computing and Applications, 2024 - Springer
Technology-enhanced learning is an irresistible trend in intelligent education. However,
most digital pen-based studies focus on handwriting character recognition, writing behavior …

[HTML][HTML] Real-Time Air-Writing Recognition for Arabic Letters Using Deep Learning

A Qedear, A AlMatrafy, A Al-Sowat… - Sensors (Basel …, 2024 - pmc.ncbi.nlm.nih.gov
Learning to write the Arabic alphabet is crucial for Arab children's cognitive development,
enhancing their memory and retention skills. However, the lack of Arabic language …

A TinyDL Model for Gesture-Based Air Handwriting Arabic Numbers and Simple Arabic Letters Recognition

I Lamaakal, I Ouahbi, K El Makkaoui, Y Maleh… - IEEE …, 2024 - ieeexplore.ieee.org
The application of tiny machine learning (TinyML) in human-computer interaction is
revolutionizing gesture recognition technologies. However, there remains a significant gap …

A Deep Learning-Powered TinyML Model for Gesture-Based Air Handwriting Simple Arabic Letters Recognition

I Lamaakal, Y Maleh, I Ouahbi, K El Makkaoui… - … Conference on Digital …, 2024 - Springer
This paper offers a novel deep learning (DL)-powered Tiny machine learning (TinyML)
model meticulously customized to recognize Arabic hand gestures (AHGs) executed in mid …

NNTrak: A Neural Network Approach Towards Calculating Air-Writing Trajectories in Real-Time with a Smartwatch

V Chandel, A Ghose - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
Tracking arm motion in real-time with wearables like smartwatches has proved to be a
challenging task. Ex-isting approaches either require additional sensing modality affecting …