Date of Publication :5th April 2025

Abstract: This paper presents AirScript, an innovative approach for deciphering text input through finger gestures, designed to enhance user interaction in touchscreen environments. By leveraging computer vision techniques and machine learning algorithms, AirScript recognizes specific gesture patterns made in the air or over surfaces. We demonstrate the viability of our approach through extensive experiments, achieving high accuracy rates in gesture recognition. This system opens up new avenues for hands-free text entry, providing greater accessibility and ease of use, particularly for individuals with disabilities. Furthermore, we discuss real- world applications, challenges, and future directions for this technology.

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