• Laser & Optoelectronics Progress
  • Vol. 57, Issue 10, 101019 (2020)
Liqun Cui, Zhenzhong Yang*, Tianlong Duan, and Wenqing Li
Author Affiliations
  • School of Software, Liaoning Technical University, Huludao, Liaoning 125105, China
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    DOI: 10.3788/LOP57.101019 Cite this Article Set citation alerts
    Liqun Cui, Zhenzhong Yang, Tianlong Duan, Wenqing Li. Saliency Object Detection Method Based on Complex Prior Knowledge[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101019 Copy Citation Text show less
    Flow chart of proposed method
    Fig. 1. Flow chart of proposed method
    Background set results at various stages. (a) Original image; (b) primary background set; (c) optimized background set
    Fig. 2. Background set results at various stages. (a) Original image; (b) primary background set; (c) optimized background set
    Center prior results of each stage. (a) Original image; (b) traditional center prior image; (c) proposed center prior image
    Fig. 3. Center prior results of each stage. (a) Original image; (b) traditional center prior image; (c) proposed center prior image
    Experimental comparison diagrams. (a) Original image; (b) SR algorithm; (c) HFT algorithm; (d) LRR algorithm; (e) MR algorithm; (f) BM algorithm; (g) RBD algorithm; (h) GS algorithm; (i) BFS algorithm; (j) proposed method; (k) GT
    Fig. 4. Experimental comparison diagrams. (a) Original image; (b) SR algorithm; (c) HFT algorithm; (d) LRR algorithm; (e) MR algorithm; (f) BM algorithm; (g) RBD algorithm; (h) GS algorithm; (i) BFS algorithm; (j) proposed method; (k) GT
    P-R curves of different datasets. (a) MSRA; (b) ESSCD
    Fig. 5. P-R curves of different datasets. (a) MSRA; (b) ESSCD
    F-measure values on MSRA and ESSCD datasets by different algorithms. (a) MSRA; (b) ESSCD
    Fig. 6. F-measure values on MSRA and ESSCD datasets by different algorithms. (a) MSRA; (b) ESSCD
    DatasetSRHFTLRRMRBMRBDGSBFSOurs
    MSRA0.24190.20860.22030.12230.19230.10370.16670.17400.1382
    ESSCD0.25270.21780.24800.14230.24830.13170.19560.17800.1750
    Table 1. Comparison of MAE on MSRA and ESSCD datasets
    DatasetSRHFTLRRMRBMRBDGSBFSOurs
    MSRA0.07701.21978.13860.45350.53510.12730.11993.66870.7361
    ESSCD0.05561.21828.79030.45540.53210.12660.11673.95120.7437
    Table 2. Comparison of running time on MSRA and ESSCD datasetsunit: s
    Liqun Cui, Zhenzhong Yang, Tianlong Duan, Wenqing Li. Saliency Object Detection Method Based on Complex Prior Knowledge[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101019
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