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Design And Implementation Of Face Recognition – Based Door Access Control System

5 Chapters
|
46 Pages
|
8,666 Words
|
Computer Engineering

Complete Design And Implementation Of Face Recognition – Based Door Access Control System Project Materials (Chapters 1 to 5):

ABSTRACT

With recent dramatic development in the field of artificial intelligence (AI), smart access control has become crucial part of our modern everyday lives. This paper presents a door security system designed to prevent trespassing in a highly secure areas like home environment. The implemented system is cheaper and more reliable for intruder detection and door security. The door access is solely based on face recognition to ensure that only authorized individuals go through the door. The principle on which face recognition works is that the sysadmin defines an individual or a group of individuals who are allowed to enter the area, a room or a building, through a door, a gate, or any physical barrier. Thus, the access is limited to these individuals.

Faces of authorized individuals are captured, stored, and trained by the system, and a real-time face is captured and matched against the ones of authorized individuals to identify the individual gaining access through the door after which the access is granted if that individual is authorized and denied otherwise. Haar-based cascade classifier was used for face detection while Local Binary Pattern Histograms (LBPH) algorithm was used for face recognition. 150 faces of individual were captured and trained after which real-time faces were tested on the system to determine the accuracy. The implemented recognition system achieved a recognition or accuracy rate of 88.6%. Notification has been achieved, using Simple Mail Transfer Protocol (SMTP), by sending emails to the sysadmin in case of any successful or unsuccessful attempt to gain access through the door. Python’s Open Source Computer Vision (OpenCV) library was used for face recognition. The implemented system is cheap, user-friendly, and reliable

TABLE OF CONTENT

Contents
Chapter 1: Introduction
1.2 Background
1.3 Problem Definition
1.4 Objectives
1.5 Scope

Chapter 2: Literature Review and Related Work
2.1 Literature Review
2.2 Related Works

Chapter 2: Design and Methodology
2.1. Design Decisions
2.1.1. Microcontroller
2.1.2 Programming Language

Chapter 3: Implementation
3.1 Face Recognition Module
3.1.1 Face Detection and Data Gathering
3.1.2 Face Recognition
3.1.2.1 Local Binary Pattern Histogram (LBPH) Algorithm
3.1.2.1.1 How it works
3.1.1 Face Detection and Data Gathering
3.2 Buzzer Module
3.3 Door Lock Module
3.4 Notification Module

Chapter 4: Results and Discussion
4.1 Face Recognition
Test 1
Test 2
Test 3
4.1.1 Challenges
4.1.2 Comparison to face recognition system

Chapter 5: Conclusion and Recommendations
Conclusion
Recommendation
References

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Project Structure

The introduction of Design And Implementation Of Face Recognition – Based Door Access Control System should start with the relevant background information of the study, clearly define the specific problem that it addresses, outline the main object, discuss the scope and any limitation that may affect the outcome of your findings

Literature Review of Design And Implementation Of Face Recognition – Based Door Access Control System should start with an overview of existing research, theoretical framework and identify any gaps in the existing literature and explain how it will address the gaps

Methodology of Design And Implementation Of Face Recognition – Based Door Access Control System should describe the overall design of your project, detail the methods and tools used to collect data explain the techniques used to analyse the collected data and discuss any ethical issues related to your project

Results should include presentation of findings and interpretation of results

The discussion section of Design And Implementation Of Face Recognition – Based Door Access Control System should Interpret the implications of your findings, address any limitations of your study and discuss the broader implications of your findings

The conclusion of Design And Implementation Of Face Recognition – Based Door Access Control System should include summarize the main results and conclusions of your project, provide recommendations based on your findings and offer any concluding remarks on the project.

References should List all the sources cited in Design And Implementation Of Face Recognition – Based Door Access Control System project by following the required citation style (e.g., APA, MLA, Chicago).

The appendices section should Include any additional materials that support your project (Design And Implementation Of Face Recognition – Based Door Access Control System) but are too detailed for the main chapters such as raw data, detailed calculations etc.