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LSD_Foreground_Detection

This contains source codes of TIP15 and ICME14 work


Background Subtraction Based on Low-Rank and Structured Sparse Decomposition

By Xin Liu, Guoying Zhao, Jiawen Yao and Chun Qi , In IEEE TIP, Vol. 24, 2502 - 2514, 2015

LSD was initially presented in ICME 2014.

Contents

  1. Installation
  2. Demo
  3. Video

Installation

  • MATLAB
  • SPAMS toolbox [MATLAB Code]
    • For the convenience, the version we used has already included in this package. Please unzip the zip file to get the toolbox.
    • Please follow the instruction to compile the SPAMS.

Demo

Just simply run LSD_demo.m and images will be saved in /results.

Video

IMAGE ALT TEXT HERE IMAGE ALT TEXT HERE IMAGE ALT TEXT HERE
Lobby with sudden light changes Curtain Fall

If you find LSD useful in your research, please consider citing:

@article{liu2015background,
  title={Background subtraction based on low-rank and structured sparse decomposition},
  author={Liu, Xin and Zhao, Guoying and Yao, Jiawen and Qi, Chun},
  journal={IEEE Transactions on Image Processing},
  volume={24},
  number={8},
  pages={2502--2514},
  year={2015},
  publisher={IEEE}
}

@inproceedings{yao2014foreground,
  title={Foreground detection using low rank and structured sparsity},
  author={Yao, Jiawen and Liu, Xin and Qi, Chun},
  booktitle={2014 IEEE International Conference on Multimedia and Expo},
  pages={1--6},
  year={2014},
  organization={IEEE}
}

For any problems about our source code, please email Xin: linuxsino@gmail.com or Jiawen: yjiaweneecs@gmail.com

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This contains source codes of TIP15 and ICME14 work

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