Gesture Recognition for Interactive Presentation Control: A Deep Learning and Edge Computing Approach on Raspberry Pi

Gesture Recognition for Interactive Presentation Control: A Deep Learning and Edge Computing Approach on Raspberry Pi

Prashanth N
Assistant Professor

Dept of Artificial Intelligence and Machine Learning Vidyavardhaka College of Engineering, Gokulum, Mysore

K T Anchan Poovanna1, Gaurav Raj2, Preetham S3, Qurrath Ul Ayen4
BE Students

Dept of Artificial Intelligence and Machine Learning Vidyavardhaka College of Engineering, Gokulum, Mysore

Abstract
 

Gesture recognition is one of the important tech- nologies for intuitive HCI applications, for ex- ample, in interactive presentations. This re- view focuses on recent work on gesture recog- nition systems, deep learning-based methods for presentation control by hand gestures, on edge devices like the Raspberry Pi. This work de- scribes both static and dynamic frameworks for gesture recognition and human-machine interac- tion techniques based on deep learning.Recent studies show the usability of real-time hand gesture recognition using Python-based systems via Raspberry Pi, stressing portability and ef- ficiency in solutions. The review discusses var- ious deep learning frameworks such as Tensor- Flow, which can be used in image preprocess- ing and model training to enhance the accuracy of gesture detection. Techniques cover wear- able devices to computer vision and demon- strate the flexibility of gesture recognition in a variety of hardware platforms. Advances in edge computing enable complex gesture recog- nition on low-power devices, with reduced la- tency, and enables improved accessibility.The re- view addresses challenges such as gesture type distinction, responsiveness, and environmental variability in developing reliable gesture-based systems. In this regard, it emphasizes the Rasp- berry Pi as an edge computing solution for in- teractive presentation control in HCI.

Keywords
Gesture Recognition Human-Computer Inter- action (HCI) Edge Computing Deep Learning Real-Time Gesture Detection