Disruptive Technologies for Society 5.0

19 A Framework for Real-Time Accident Prevention using Deep Learning

Pashmeen Kaur, Dr. K.C. Tripathi, and Prof. (Dr.) M.L. Sharma

Contents

19.1 Introduction

19.2 Drowsiness Detection

19.2.1 Ways to Detect Drowsiness

19.2.2 Related Work

19.3 Proposed Model

19.3.1 System Requirement

19.3.2 Proposed System Algorithm

19.3.3 Pre-Processing

19.3.4 Classification and Feature Extraction using CNN

19.4 Results

19.5 Conclusion and Future Scope

References

DOI: 10.1201/9781003154686-19

19.1 Introduction

One of the basic needs of a Human Being is considered to be the need for sleep. When a human body doesn’t get enough sleep, it responds inefficiently to brain stimulus requiring activity. Lack of sleep reduces both the reflex action speed and wakefulness ...