https://github.com/idf/facereader

Face Recognition, CZ4041 Machine Learning, Spring 2015
https://github.com/idf/facereader

Last synced: about 1 year ago
JSON representation

Face Recognition, CZ4041 Machine Learning, Spring 2015

• Host: GitHub
• URL: https://github.com/idf/facereader
• Owner: idf
• License: mit
• Created: 2015-02-17T07:04:23.000Z (over 11 years ago)
• Default Branch: develop
• Last Pushed: 2015-04-10T05:04:21.000Z (about 11 years ago)
• Last Synced: 2025-04-03T19:38:14.511Z (about 1 year ago)
• Language: Python
• Homepage: http://git.io/vJnox
• Size: 2.1 MB
• Stars: 5
• Watchers: 5
• Forks: 3
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# FaceReader

Face Recognition  

## Experiment Run

in expr/experiment_setup.py  

* To enable ROC: `cv = expr.experiment(Fisherfaces(14), threshold_up=1)` or call `draw_roc(expr)` directly  

* To disable ROC: `cv = expr.experiment(Fisherfaces(14))`  

## Git Subtree

* util 

## Databases

### Yale A 

![](/img/yale_a.png)  

## Implementation results

ROC curves:  

### Fisher Face  

![](/img/fisher.png)

### Non-parametric Discriminant Analysis (NDA) 

![](/img/nda.png)

### Local Gabor Binary Pattern Histogram Sequence (LGBPHS)

![](/img/LGBPHS.png)

### Ensemble Local Binary Pattern Fisher 

![](/img/ensemble.png)  

## Reference

* [Eigenface and Fisherface](http://www.cs.columbia.edu/~belhumeur/journal/fisherface-pami97.pdf)

* [Local Binary Pattern](http://docs.opencv.org/modules/contrib/doc/facerec/facerec_tutorial.html#local-binary-patterns-histograms)

* [Gabor Fisher](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.1.7675&rep=rep1&type=pdf)

* [Local Gabor Binary Pattern Histogram Sequence (LGBPHS)](http://www.jdl.ac.cn/user/sgshan/pub/ICCV2005-ZhangShan-LGBP.pdf)

* [Local Phase Quantization](http://www.ee.oulu.fi/research/imag/mvg/files/pdf/ICISP08.pdf)  

* [Kernel PCA] (http://vision.ucsd.edu/kriegman-grp/papers/icip00.pdf)

* https://github.com/bytefish/facerec

## Future

* [GaussianFace](http://arxiv.org/pdf/1404.3840.pdf)