Chapter 1 of the final year project topic "Biometric Authentication Using Facial Recognition" ?

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Nipun Shantha Kahatapitiya

Convolutional Neural Networks (CNNs)

Siamese Networks

FaceNet

Local Binary Patterns (LBP)

Histogram of Oriented Gradients (HOG)

Principal Component Analysis (PCA)

Support Vector Machines (SVM)

Deep Metric Learning

Data Augmentation

Transfer Learning

Ensemble Methods

These things will help your mode creation and for your background study try to find those details in the below sources.

MDPI

IEEE Xplore

ACM Digital Library

Google Scholar

ResearchGate

ArXiv

Shafagat Mahmudova

Dear Vah-Tsyan Headman ,

It is a method of biometric identification that uses that body measures, in this case, face and head, to verify the identity of a person through its facial biometric pattern and data

https://www.electronicid.eu/en/blog/post/face-recognition/en

Regards,

Shafagat