Tugas Besar 2 IF 2123 Aljabar Linier dan Geometri Aplikasi Nilai Eigen dan EigenFace pada Pengenalan Wajah (Face Recognition) Semester I Tahun 2022/2023
- General Info
- Technologies Used
- Features
- Screenshots
- Setup
- Usage
- Project Status
- Room for Improvement
- To Do
- The goal of this project is to implement a web or GUI that can recognize someone's face by comparing it with similar images inside the program database/dataset.
- The eigenface were calculated without any help from libraries that could calculate eigenvalues/ eigenvectors directly.
- Students were asked to implement what they got in class by making their own code to calculate eigenvaluses, and eigenvectors.
- Python 3.11.0
- numpy 1.23.4
- OpenCV 4.6.0
- Pillow 9.3.0
- Tkinter 8.6
List the ready features here:
- Face recognition from image
- Face recognition using camera
Prerequirement:
In terminal:
pip install numpy
pip install opencv-python
pip install tk
pip install Pillow
Method 1:
- Make sure the directory on the terminal is in '.\Algeo02-21058'
- Run main.py inside src folder using vscode extension
Method 2:
- Make sure the directory on the terminal is in '.\Algeo02-21058'
- py src/main.py
Project is: no longer being worked on
Room for improvement:
- Long loading time while updating database
To do:
- function scanning image to matrix
- function calculate mean of all matrix
- function calculate difference between training image and mean
- function calculate value of covarian matrix
- function calculate eigen value and eigen vector
- function calculate value of Eigenface
- function calculate new face image
- Identification function
- GUI
- Implement the program to GUI