• Laser & Optoelectronics Progress
  • Vol. 56, Issue 7, 071501 (2019)
Songlong Zhang* and Linbo Xie**
Author Affiliations
  • School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
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    DOI: 10.3788/LOP56.071501 Cite this Article Set citation alerts
    Songlong Zhang, Linbo Xie. Salient Detection Based on Cascaded Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071501 Copy Citation Text show less
    Structural diagram of network
    Fig. 1. Structural diagram of network
    Structural diagram of pyramid pooling module
    Fig. 2. Structural diagram of pyramid pooling module
    Effect comparison of saliency maps. (a) Original images; (b) GT; (c) without PPM module; (d) with PPM module
    Fig. 3. Effect comparison of saliency maps. (a) Original images; (b) GT; (c) without PPM module; (d) with PPM module
    Comparison of saliency maps. (a) Original images; (b) GT; (c) proposed algorithm; (d) SRM algorithm; (e) Amulet algorithm; (f) UCF algorithm; (g) DCL algorithm; (h) DHS algorithm; (i) RFCN algorithm; (j) MDF algorithm; (k) BL algorithm; (l) wCO algorithm
    Fig. 4. Comparison of saliency maps. (a) Original images; (b) GT; (c) proposed algorithm; (d) SRM algorithm; (e) Amulet algorithm; (f) UCF algorithm; (g) DCL algorithm; (h) DHS algorithm; (i) RFCN algorithm; (j) MDF algorithm; (k) BL algorithm; (l) wCO algorithm
    P-R curves of different methods in different datasets. (a) ECSSD dataset; (b) SED2 dataset
    Fig. 5. P-R curves of different methods in different datasets. (a) ECSSD dataset; (b) SED2 dataset
    LayerChannelKernel sizeDilation rate
    164(1+3)×64×3×31
    26464×64×3×31
    36464×64×3×31
    412864×128×3×31
    5128128×128×3×32
    6128128×128×3×33
    71128×1×3×31
    Table 1. Network parameters of BRS
    AlgorithmECSSDSED2
    MAEF-measureMAEF-measure
    wCO0.1710.6510.1310.694
    BL0.2160.6840.1890.705
    MDF0.1050.8330.1150.801
    RFCN0.1070.8340.1130.767
    DHS0.0600.8710.0790.822
    DCL0.0740.8270.1010.795
    UCF0.0780.8410.0860.810
    Amulet0.0590.8690.0800.871
    SRM0.0560.8920.0760.894
    Base-net0.0730.8170.0820.787
    Base-net+PPM0.0640.8420.0790.834
    Base-net+BRS0.0570.8690.0750.861
    Proposed0.0520.8980.0700.902
    Table 2. Size comparison of two performance indicators
    Songlong Zhang, Linbo Xie. Salient Detection Based on Cascaded Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071501
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