• Acta Optica Sinica
  • Vol. 39, Issue 9, 0915005 (2019)
Xueli Xie, Chuanxiang Li, Xiaogang Yang, and Jianxiang Xi*
Author Affiliations
  • College of Missile Engineering, Rocket Force University of Engineering, Xi'an, Shaanxi 710025, China
  • show less
    DOI: 10.3788/AOS201939.0915005 Cite this Article Set citation alerts
    Xueli Xie, Chuanxiang Li, Xiaogang Yang, Jianxiang Xi. Salient Object Detection Algorithm Based on Dual-Attention Recurrent Convolution[J]. Acta Optica Sinica, 2019, 39(9): 0915005 Copy Citation Text show less
    Overall structure of algorithm
    Fig. 1. Overall structure of algorithm
    Internal structure of DAM
    Fig. 2. Internal structure of DAM
    Schematic of multi-scale receptive field
    Fig. 3. Schematic of multi-scale receptive field
    Internal structure of MFRCM
    Fig. 4. Internal structure of MFRCM
    Connectionschematic of MFRCM
    Fig. 5. Connectionschematic of MFRCM
    Comparison of subjective visual effects
    Fig. 6. Comparison of subjective visual effects
    Characteristic curves of seven algorithms on ECSSD-250 testset. (a) PR curves; (b) ROC curves
    Fig. 7. Characteristic curves of seven algorithms on ECSSD-250 testset. (a) PR curves; (b) ROC curves
    Characteristic curves of seven algorithms on HKU-IS-1447 testset. (a) PR curves; (b) ROC curves
    Fig. 8. Characteristic curves of seven algorithms on HKU-IS-1447 testset. (a) PR curves; (b) ROC curves
    Characteristic curves of seven algorithms on DUT-OMRON-1500 testset. (a) PR curves; (b) ROC curves
    Fig. 9. Characteristic curves of seven algorithms on DUT-OMRON-1500 testset. (a) PR curves; (b) ROC curves
    DatasetEvaluating indicatorValue
    OursAMUUCFSRMKSRMDFDSS
    ECSSD-250F-measure0.9280.9180.9120.9160.8270.8340.917
    MAE0.0430.0540.0710.0540.1170.1040.056
    HKU-IS-1447F-measure0.9230.9070.8930.9120.7840.8500.910
    MAE0.0380.0490.0580.0420.1270.1180.040
    DUT-OMRON-1500F-measure0.7820.7480.7370.7630.6340.6470.758
    MAE0.0560.0710.1310.0680.1310.0870.074
    Table 1. Comparison of objective quantitative indicators
    AlgorithmAMUUCFKSRSRMMDFDSSOurs
    Time /s0.080.0847.200.107.640.480.11
    Table 2. Running time of different algorithms
    AlgorithmU-NetOursAMUUCFSRMDSS
    Number of parameters133953291906225617740720304064004548460819130619
    Table 3. Parameters statistics of different algorithms
    Xueli Xie, Chuanxiang Li, Xiaogang Yang, Jianxiang Xi. Salient Object Detection Algorithm Based on Dual-Attention Recurrent Convolution[J]. Acta Optica Sinica, 2019, 39(9): 0915005
    Download Citation