• Acta Optica Sinica
  • Vol. 39, Issue 1, 0115003 (2019)
Dongmei Liu* and Faliang Chang*
Author Affiliations
  • School of Control Science and Engineering, Shandong University, Jinan, Shandong 250061, China
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    DOI: 10.3788/AOS201939.0115003 Cite this Article Set citation alerts
    Dongmei Liu, Faliang Chang. Coarse-to-Fine Saliency Detection Based on Non-Subsampled Contourlet Transform Enhancement[J]. Acta Optica Sinica, 2019, 39(1): 0115003 Copy Citation Text show less
    (a) NSCT filter; (b) schematic of ideal frequency decomposition; (c) schematic of three-level NSCT decomposition
    Fig. 1. (a) NSCT filter; (b) schematic of ideal frequency decomposition; (c) schematic of three-level NSCT decomposition
    Flow chart of proposed algorithm
    Fig. 2. 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
    Fig. 3. 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
    Fig. 4. 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
    Fig. 5. 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
    Fig. 6. F-measure comparison among all methods. (a) MSRA-1000; (b) DUT-OMRON; (c) MSRA-10K
    AlgorithmGBSRFTHFTWTRCENT
    Time /s1.6720.0710.14213.8777.8530.27918.746
    Code typeMatlabMatlabMatlabMatlabMatlabC++Matlab
    Table 1. Running time for different algorithms
    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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