Laser & Optoelectronics Progress, Volume. 56, Issue 7, 071501(2019)

Salient Detection Based on Cascaded Convolutional Neural Network

Songlong Zhang* and Linbo Xie**
Author Affiliations
  • School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
  • show less
    References(26)

    [2] Gao R, Tu Q, Xu J et al. Visual saliency detection based on mutual information in compressed domain. [C]∥Visual Communications and Image Processing, 1-4(2015).

    [4] Sharma G, Jurie F, Schmid C. Discriminative spatial saliency for image classification. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 3506-3513(2012).

    [6] Tong N, Lu H C, Ruan X et al. Salient object detection via bootstrap learning. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 1884-1892(2015).

    [7] Zhu W J, Liang S, Wei Y C et al. Saliency optimization from robust background detection. [C]∥ IEEE Conference on Computer Vision and Pattern Recognition, 2814-2821(2014).

    [10] Liu Y, Cheng M M, Hu X W et al. Richer convolutional features for edge detection. [C]∥ IEEE Conference on Computer Vision and Pattern Recognition, 5872-5881(2017).

    [11] Zhao R, Ouyang W, Li H S et al. Saliency detection by multi-context deep learning. [C]∥ IEEE Conference on Computer Vision and Pattern Recognition, 1265-1274(2015).

    [12] Li G B, Yu Y Z. Visual saliency based on multiscale deep features. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 5455-5463(2015).

    [13] Wang L Z, Wang L J, Lu H C et al. Saliency Detection with Recurrent Fully Convolutional Networks. [C]∥ European Conference on Computer Vision, 825-841(2016).

    [14] Simonyan K. -04-13)[2018-07-25][EB/OL]. Zisserman A. Very deep convolutional networks for large-scale image recognition.(2015).

    [16] Zhao H S, Shi J P, Qi X J et al. Pyramid scene parsing network. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 6230-6239(2017).

    [17] [17] Chen LC, PapandreouG, SchroffF, et al.1706.05587, 2017.

    [18] Cheng M M, Zhang G X, Mitra N J et al. Global contrast based salient region detection. [C]∥ IEEE Conference on Computer Vision and Pattern Recognition, 409-416(2011).

    [19] Wang L J, Lu H C, Ruan X et al. Deep networks for saliency detection via local estimation and global search. [C]∥ IEEE Conference on Computer Vision and Pattern Recognition, 3183-3192(2015).

    [21] Li G B, Yu Y Z. Deep contrast learning for salient object detection. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 478-487(2016).

    [22] Liu N, Han J W. DHSNet: Deep hierarchical saliency network for salient object detection. [C]∥IEEE Conference on Computer Vision and Pattern Recognition, 678-686(2016).

    [23] Zhang P P, Wang D, Lu H C et al. Amulet: aggregating multi-level convolutional features for salient object detection. [C]∥IEEE International Conference on Computer Vision, 202-211(2017).

    [24] Zhang P P, Wang D, Lu H C et al. Learning uncertain convolutional features for accurate saliency detection. [C]∥IEEE International Conference on Computer Vision, 212-221(2017).

    [25] Wang T T, Borji A, Zhang L H et al. A stagewise refinement model for detecting salient objects in images. [C]∥IEEE International Conference on Computer Vision, 4039-4048(2017).

    [26] Jia Y, Shelhamer E, Donahue J et al. Caffe: convolutional architecture for fast feature embedding. [C]∥22nd ACM International Conference on Multimedia, 675-678(2014).

    Tools

    Get Citation

    Copy Citation Text

    Songlong Zhang, Linbo Xie. Salient Detection Based on Cascaded Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071501

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Machine Vision

    Received: Aug. 6, 2018

    Accepted: Nov. 20, 2018

    Published Online: Jul. 30, 2019

    The Author Email: Zhang Songlong (6161905052@vip.jiangnan.edu.cn), Xie Linbo (xielb@126.com)

    DOI:10.3788/LOP56.071501

    Topics