Karhunen-Loeve Decomposition for Statistical Recognition and Detection
Aucune licence
This MATLAB script implements Karhunen-Loeve decomposition which is classical algorithm for face recognition and detection. Script uses ATT faces database http://www.uk.research.att.com/facesataglance.html
which can be downloaded from
http://www.uk.research.att.com/facedatabase.html
Computing Eigenvalues and Eigenvectors of images set
Encoding Face Images with a Linear Combination Key (KL decomposition)
Decoding a Key into an Image (reconstruction)
Comparing images using key, searching for similar images.
Citation pour cette source
Alex Chirokov (2025). Karhunen-Loeve Decomposition for Statistical Recognition and Detection (https://www.mathworks.com/matlabcentral/fileexchange/6995-karhunen-loeve-decomposition-for-statistical-recognition-and-detection), MATLAB Central File Exchange. Extrait(e) le .
Compatibilité avec les versions de MATLAB
Plateformes compatibles
Windows macOS LinuxCatégories
- AI and Statistics > Statistics and Machine Learning Toolbox > Dimensionality Reduction and Feature Extraction >
- Image Processing and Computer Vision > Computer Vision Toolbox > Recognition, Object Detection, and Semantic Segmentation > Object Detection Using Features > Face Detection >
- Image Processing and Computer Vision > Computer Vision Toolbox > Recognition, Object Detection, and Semantic Segmentation > Semantic Segmentation >
Tags
Remerciements
A inspiré : Karhunen-Loeve Transform Demonstration for Image Compressing
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!Découvrir Live Editor
Créez des scripts avec du code, des résultats et du texte formaté dans un même document exécutable.
Version | Publié le | Notes de version | |
---|---|---|---|
1.0.0.0 | Code was updated to find the most similar and the most different faces. Also distance map of face database is now computed and shown. |