Skip to content
Log in
Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Non-Invasive Hand Gestures Recognition With Machine Learning Algorithms

H. Hameed Mostafa Elsayed Muhamamd Farooq Jaspreet Kaur Muhammad Usman Amir Hussain A. A. Abd El-Latif M. Imran Q. Abbasi
· 0 citations · 9 references

TL;DR

This study introduces an innovative, non-contact, and privacy-preserving hand gesture recognition system that leverages X-band and S-band radar technology and machine learning algorithms.

Semantic Scholar
View source

Similar papers

#artificial intelligence Preprint Sep 2026

Real-Time Hand Gesture Recognition for OpenXR Using Transformer-Based Machine Learning

This study integrates transformer-based machine-learning models for real-time hand gesture recognition, using hand-tracking data captured through the OpenXR standard in Unity, and outlines how the approach can be extended toward detecting the flow of movement, i.e., the transitions between gestures, as future work.

Salar Rezayani, Russell Butler · 0 citations
Open access Sep 2026

Wearable Gyroscope-Based Motion Tracking and Hand Gesture Recognition Using ANOVA for Feature Discrimination

A wearable hand gesture recognition system employing an MPU6500 gyroscope to detect tri-axial angular velocity corresponding to five different pre-defined hand gestures, making it ideal for applications in rehabilitation monitoring, assistive communication, and wearables.

Neela Harish, Deepa S., Umasankar Loganathan et al. · 1 citation
Open access Sep 2026

A fuzzy approach using directional features to hand gesture recognition for human–computer interaction

Despite their incredible desired properties of invariance, reliability and robustness, directional optical flow-based features still do not receive the attention they deserve in gesture recognition literature. Moreover, robust human hand pose estimation remains one of the most challenging tasks, because of its inherent...

Samy Bakheet, Ayoub Al-Hamadi · 0 citations
Conference Aug 2026

Hand Gesture Recognition Using MediaPipe Framework: A Vision-Based Touchless Interaction System

Hand gesture recognition is a key enabling technology in vision-based touchless interaction systems, allowing users to interact with digital applications through natural hand movements without physical contact. Traditional input devices such as keyboards, mouse, and touchscreens present significant limitations in envir...

Avlin Antony, Jiss Kuruvilla, Christina Baiju et al. · 0 citations
Book Open access Oct 2026

Using Hand Gestures for Multimodal Interactions: Foundations, Methods, and Emerging Challenges

Hand gestures are a natural and expressive modality for human communication and are increasingly used in multimodal interaction, including human-computer interaction, extended reality, robotics, assistive technologies, and embodied AI. However, designing robust gesture-based interfaces remains challenging due to issues...

A. Giachetti, Marco Emporio, H. Wannous et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.