Journal of South China University of Technology (Natural Science Edition) ›› 2018, Vol. 46 ›› Issue (8): 116-121.doi: 10.3969/j.issn.1000-565X.2018.08.016

• Computer Science & Technology • Previous Articles     Next Articles

Visual Saliency Attention Based on 2-dimensional Discrete FrFT

 XU Haibo SHI Buhai    

  1. School of Automation Science and Engineering,South China University of Technology
  • Received:2017-11-22 Revised:2018-02-26 Online:2018-08-25 Published:2018-07-01
  • Contact: 史步海(1963-),男,教授,博士生导师,主要从事图像检测和图像处理技术研究 E-mail:bhshi@scut.edu.cn
  • About author:徐海波(1987-),男,博士生,主要从事机器视觉、模式识别技术研究
  • Supported by:
    Supported by the Industry-University-Research Joint Project of Guangdong Province and the Ministry of Education (2014B090901042) 

Abstract: The visual attention model has become the main approach to simulate the human fixation. in order to improve the deficiency of several pre-existing visual attention models, this paper proposes a visual attention model based on 2-dimensional discrete FrFT. First, we model saliency map mathematically in theoretical background of 2-dimenshional FrFT. Second, we analyze several models feature and provide the comparison of simulation results in the noise interference conditions, and Noise Sensitivity Scale (NSS) is proposed. Third, we analyze the Pre-recall and Roc curves using the image database of MSRA 10K, experiments show that the proposed model can simulate human fixation in some extent.

Key words: visual saliency, fractional Fourier transform, image processing

CLC Number: