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face-anti-spoofing-based-on-color-texture-analysis's Introduction

This is a python script for face anti-spoofing methods based on color texture features. If you find it useful please cite the following papers: @inproceedings{boulkenafet2015, title={Face anti-spoofing based on color texture analysis}, author={Boulkenafet, Zinelabidine and Komulainen, Jukka and Hadid, Abdenour}, booktitle={IEEE International Conference on Image Processing (ICIP), 2015}, pages={2636--2640}, year={2015}, organization={IEEE} }

@ARTICLE{boulkenafet2016, author={Z. Boulkenafet and J. Komulainen and A. Hadid}, journal={IEEE Transactions on Information Forensics and Security}, title={Face Spoofing Detection Using Colour Texture Analysis}, year={2016}, volume={11}, number={8}, pages={1818-1830}, doi={10.1109/TIFS.2016.2555286}, ISSN={1556-6013}, month={Aug},}

Introduction

First of all, you need to do some processing on the data set such as sampling, face recognition. We will get train_file_list.txt and test_file_list.txt. Their format is as follows: image_file_path label

/home/CASIA_frames/test_release/27/1/frame_42.jpg 1

You can refer to this project to do these process.

After that, you can run feature_extract.py to generate features. main.py to train and test you model. In the end you will get the following result:

The pipeline of the method as follows:

face-anti-spoofing-based-on-color-texture-analysis's People

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