MoG-for-small-target-detection
This source code is for the infrared small target detection method based on Mixture of Gaussians (MoG) with Markov random field (MRF) proposed in our paper of PR2018: Chenqiang Gao, Lan Wang, Yongxing Xiao, Qian Zhao,Deyu Meng, “Infrared small-dim target detection based on Markov random field guided noise modeling, Pattern Recognition, vol. 76, no. Supplement C, pp. 463-475, 2018/04/01/, 2018.
Note that this source code does not contain the threhold segmentation module, which can be easily implemented.
If you use this code in your publications, please cite:
@article{Gao2018Infrared,
author = {Gao, Chenqiang and Wang, Lan and Xiao, Yongxing and Zhao, Qian and Meng, Deyu},
title = {Infrared small-dim target detection based on Markov random field guided noise modeling},
journal = {Pattern Recognition},
volume = {76},
number = {Supplement C},
pages = {463-475},
month = {2018/04/01/},
year = {2018}
}
If you use the test images in your publications, in additoin to above reference, please cite the following references, too:
@article{Gao2013IPI,
author = {Gao, Chenqiang and Meng, Deyu and Yang, Yi and Wang, Yongtao and Zhou, Xiaofang and Hauptmann, Alex},
title = {Infrared Patch-Image Model for Small Target Detection in a Single Image},
journal = {Image Processing, IEEE Transactions on},
volume = {22},
number = {12},
pages = {4996-5009},
year = {2013}
}
@article{Gao2012,
author = {Chenqiang, Gao and Tianqi, Zhang and Qiang, Li},
title = {Small infrared target detection using sparse ring representation},
journal = {IEEE Aerospace and Electronic Systems Magazine},
volume = {27},
number = {3},
pages = {21-30},
year = {2012}
}
How to use this code?
You just run the the file of main.m in matlab. Our matlab version for development is Matlab2018a. Some modules are written by C++, and you should recompile them if you run it with errors, Like as follows:
mex update_Z.cpp
mex reconstructImage.cpp
Contact
If you have any questions, please contact:
Author: Chenqiang Gao
Email: gaochenqiang@gmail.com or gaocq@cqupt.edu.cn
Copyright: Chongqing University of Posts and Telecommunications
License
This code is only freely available for non-commercial research use, but please contact us if for other purposes.
If you find some help for you, star is a good reward ^_^.