Report Outline
Biometric Recognition of face recognition is separated with chapter for better overview.
CHAPTER 1: INTRODUCTION OF FACE BIOMETRIC RECOGNITION
1.1-Introduction
1.2-Problem Statement
1.3-Objective
1.4-Scope
1.5-Thesis outline
CHAPTER 2:LITERATURE REVIEW
2.1-Introduction
2.2-Face Recognition Background
2.3-Principal Component Analysis Approach
2.3.1-Eigenvalues and Eigenvectors Problems
2.3.2-The Jacobi’s series Transformations
2.4-Artificial Neural Network
2.4.1-Architecture
2.4.2-The Activation Function
2.5-Summary
CHAPTER 3:METHODOLOGY
3.1-Introduction
3.2-Preprocessing
3.2.1-Face Acquisitions
3.2.2-Change Format
3.2.3-Face Library Formation Phase
3.2.4-Training Set Acquisitions
3.3-Feature Extractions
3.3.1-Eigenvalues and Eigenvectors implementations
3.3.2-Eigenfaces Transformations
3.3.3-Dimensions Reductions
3.3.4-Feature Vectors
3.3.5-Rebuilding a Face Image
3.4-Artificial Neural Network Implementations
3.4.1-Backpropagation Algorithm
3.5-Classifier Models
3.5.1-Model A Classifier
3.5.2-Model B Classifier
3.5.3-Model C Classifier
3.6-Normalization
3.7-Cross Validation Setup
3.8-Summary
CHAPTER 4:RESULTS AND DISCUSSION
4.1-Introduction
4.2-Principal Component Analysis
4.2.1-Eigenfaces
4.2.2-Feature Extraction
4.2.3-Normalization
4.3-Training and recognition
4.4-Discussion
4.4.1-Using Different Face Images Combination
4.4.2-Using Different Normalization technique
4.4.3-Using Different Number of Eigenvectors
4.4.4-Recognize a New Face Image
4.4.5-Using Different Size of Face Images
4.4.6-Using Different Combinations of Neural Network Parameter
4.5-Graphical User Interface Model
4.6-Summary
CHAPTER 5:CONCLUSION
5.1-Introduction
5.2-Contribution
5.3-Future Works
Backpropagation Neural Network
Barska Biometric Safe
biometric identification
Biometric News
biometric recognition
biometric school lunch program
Biometric Security on Your Laptop
Biometric Software
Biometric Time Clocks
Eigenvalue
Eigenvector
face recognition
Face Recognition Result and Discussion
Facial Recognition Gone Wrong
Feature Extraction
Finger Biometric
fingerprint biometric
Food Service Solutions
Gunvault
Gunvault GVB1000 Mini Vault
Gunvault GVB1000 Mini Vault Overview
Introduction Biometric Recognition
laptop biometrics
literature review
Methodology biometric recognition
Neural Network
Neural Network Implementation
Normalization Technique
Principal Component Analysis
Report Outline
school lunch biometric fingerprint solutions
school lunch biometric systems