Acta Optica Sinica, Volume. 39, Issue 1, 0115003(2019)

Coarse-to-Fine Saliency Detection Based on Non-Subsampled Contourlet Transform Enhancement

Dongmei Liu* and Faliang Chang*
Author Affiliations
  • School of Control Science and Engineering, Shandong University, Jinan, Shandong 250061, China
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    Figures & Tables(7)
    (a) NSCT filter; (b) schematic of ideal frequency decomposition; (c) schematic of three-level NSCT decomposition
    Flow chart of proposed algorithm
    Coarse and fine saliency maps. (a) Original images; (b) images in CIELAB space and their Itti saliency maps; (c) low-frequency sub-images; (d) MSR-enhanced low-frequency sub-images; (e) MSRCR-enhanced low-frequency sub-images; (f) fine saliency maps
    Comparison among original image and saliency maps by all methods. (a) Original images; (b) GB saliency maps; (c) SR saliency maps; (d) FT saliency maps; (e) HFT saliency maps; (f) WT saliency maps; (g) RC saliency maps; (h) ENT saliency maps; (i) binary maps of ENT salient region; (j) standard saliency maps
    P-R curves comparison among all methods. (a) MSRA-1000; (b) DUT-OMRON; (c) MSRA-10K
    F-measure comparison among all methods. (a) MSRA-1000; (b) DUT-OMRON; (c) MSRA-10K
    • Table 1. Running time for different algorithms

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      Table 1. Running time for different algorithms

      AlgorithmGBSRFTHFTWTRCENT
      Time /s1.6720.0710.14213.8777.8530.27918.746
      Code typeMatlabMatlabMatlabMatlabMatlabC++Matlab
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    Dongmei Liu, Faliang Chang. Coarse-to-Fine Saliency Detection Based on Non-Subsampled Contourlet Transform Enhancement[J]. Acta Optica Sinica, 2019, 39(1): 0115003

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    Paper Information

    Category: Machine Vision

    Received: Jun. 19, 2018

    Accepted: Aug. 23, 2018

    Published Online: May. 10, 2019

    The Author Email:

    DOI:10.3788/AOS201939.0115003

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