Spaces:
Sleeping
Sleeping
| \contentsline {chapter}{Title Page}{i}{}% | |
| \contentsline {chapter}{Declaration}{i}{}% | |
| \contentsline {chapter}{Acknowledgement}{ii}{}% | |
| \contentsline {chapter}{Contents}{iii}{}% | |
| \contentsline {chapter}{List of Tables}{vi}{}% | |
| \contentsline {chapter}{List of Figures}{vii}{}% | |
| \contentsline {chapter}{List of Abbreviations}{viii}{}% | |
| \contentsline {chapter}{Abstract}{ix}{}% | |
| \contentsline {chapter}{\numberline {1}INTRODUCTION}{1}{}% | |
| \contentsline {section}{\numberline {1.1}Introduction}{1}{}% | |
| \contentsline {section}{\numberline {1.2}Problem Statement}{1}{}% | |
| \contentsline {section}{\numberline {1.3}Motivation}{2}{}% | |
| \contentsline {section}{\numberline {1.4}Objectives and Specific Aims}{2}{}% | |
| \contentsline {subsection}{\numberline {1.4.1}Primary Objectives}{2}{}% | |
| \contentsline {subsection}{\numberline {1.4.2}Scope of the Project}{3}{}% | |
| \contentsline {section}{\numberline {1.5}Organization of the Report}{3}{}% | |
| \contentsline {chapter}{\numberline {2}LITERATURE REVIEW}{4}{}% | |
| \contentsline {section}{\numberline {2.1}Theoretical Background}{4}{}% | |
| \contentsline {subsection}{\numberline {2.1.1}Evolution of Face Recognition Methodologies}{4}{}% | |
| \contentsline {subsection}{\numberline {2.1.2}Embedding-Based Face Recognition}{4}{}% | |
| \contentsline {subsection}{\numberline {2.1.3}Embedding Matching and Cosine Similarity}{5}{}% | |
| \contentsline {subsection}{\numberline {2.1.4}Liveness Detection and Anti-Spoofing}{5}{}% | |
| \contentsline {section}{\numberline {2.2}Existing Solutions and Gap Analysis}{5}{}% | |
| \contentsline {chapter}{\numberline {3}METHODOLOGY}{7}{}% | |
| \contentsline {section}{\numberline {3.1}System Architecture}{7}{}% | |
| \contentsline {subsection}{\numberline {3.1.1}Architectural Layers}{7}{}% | |
| \contentsline {section}{\numberline {3.2}Architectural Evolution: From Haar/LBPH to Deep Embeddings}{8}{}% | |
| \contentsline {section}{\numberline {3.3}Module Mapping}{8}{}% | |
| \contentsline {section}{\numberline {3.4}Functional Requirements}{9}{}% | |
| \contentsline {section}{\numberline {3.5}Non-Functional Requirements}{10}{}% | |
| \contentsline {section}{\numberline {3.6}Database Schema Design}{10}{}% | |
| \contentsline {section}{\numberline {3.7}End-to-End Workflow}{11}{}% | |
| \contentsline {subsection}{\numberline {3.7.1}Stage 1: Environment Setup}{11}{}% | |
| \contentsline {subsection}{\numberline {3.7.2}Stage 2: Face Data Collection}{11}{}% | |
| \contentsline {subsection}{\numberline {3.7.3}Stage 3: Embedding Registration}{12}{}% | |
| \contentsline {subsection}{\numberline {3.7.4}Stage 4: Real-Time Attendance}{12}{}% | |
| \contentsline {subsection}{\numberline {3.7.5}Stage 5: Dashboard and Reports}{12}{}% | |
| \contentsline {section}{\numberline {3.8}Recognition Methodology}{13}{}% | |
| \contentsline {subsection}{\numberline {3.8.1}Enrollment and Registration Algorithm}{13}{}% | |
| \contentsline {subsection}{\numberline {3.8.2}Live Recognition Algorithm}{13}{}% | |
| \contentsline {subsection}{\numberline {3.8.3}Threshold Decision}{14}{}% | |
| \contentsline {section}{\numberline {3.9}Anti-Spoofing Methodology}{14}{}% | |
| \contentsline {section}{\numberline {3.10}Attendance Marking Logic}{14}{}% | |
| \contentsline {section}{\numberline {3.11}API and Dashboard Design}{15}{}% | |
| \contentsline {section}{\numberline {3.12}Configuration Parameters}{15}{}% | |
| \contentsline {chapter}{\numberline {4}RESULTS AND DISCUSSION}{17}{}% | |
| \contentsline {section}{\numberline {4.1}Implementation Summary}{17}{}% | |
| \contentsline {subsection}{\numberline {4.1.1}Desktop Runtime}{17}{}% | |
| \contentsline {subsection}{\numberline {4.1.2}Enrollment and Registration}{17}{}% | |
| \contentsline {subsection}{\numberline {4.1.3}Database and Reporting}{17}{}% | |
| \contentsline {section}{\numberline {4.2}Prototype Result Data}{18}{}% | |
| \contentsline {section}{\numberline {4.3}Performance and Architectural Comparison}{18}{}% | |
| \contentsline {subsection}{\numberline {4.3.1}Comparison of Recognition Methods}{18}{}% | |
| \contentsline {section}{\numberline {4.4}System Interfaces}{19}{}% | |
| \contentsline {subsection}{\numberline {4.4.1}Camera Interface}{19}{}% | |
| \contentsline {subsection}{\numberline {4.4.2}Dashboard Interface}{19}{}% | |
| \contentsline {section}{\numberline {4.5}Testing}{19}{}% | |
| \contentsline {section}{\numberline {4.6}Security and Privacy Discussion}{20}{}% | |
| \contentsline {section}{\numberline {4.7}Challenges and Solutions}{21}{}% | |
| \contentsline {subsection}{\numberline {4.7.1}Challenge 1: Recognition Accuracy with Limited Samples}{21}{}% | |
| \contentsline {subsection}{\numberline {4.7.2}Challenge 2: CPU Processing Cost}{21}{}% | |
| \contentsline {subsection}{\numberline {4.7.3}Challenge 3: Duplicate Attendance}{21}{}% | |
| \contentsline {subsection}{\numberline {4.7.4}Challenge 4: Simple Spoofing Attempts}{21}{}% | |
| \contentsline {subsection}{\numberline {4.7.5}Challenge 5: Administrative Reporting}{21}{}% | |
| \contentsline {section}{\numberline {4.8}Limitations}{21}{}% | |
| \contentsline {section}{\numberline {4.9}Discussion}{22}{}% | |
| \contentsline {chapter}{\numberline {5}CONCLUSIONS AND RECOMMENDATIONS}{23}{}% | |
| \contentsline {section}{\numberline {5.1}Conclusions}{23}{}% | |
| \contentsline {section}{\numberline {5.2}Recommendations for Future Enhancements}{23}{}% | |
| \contentsline {chapter}{References}{24}{}% | |