Muhammad Hamza

Empirical Limitations of Gesture-Driven Air-Writing for Mathematical Symbol Recognition on Edge Devices

Advances in computer vision have made contactless, hardware-free interaction with computers increasingly viable, with applications in education, medicine, and virtual reality. However, high classification accuracy on curated benchmark datasets may not reliably reflect real-world usability. This study evaluates that gap...