SALIENCY DRIVEN CLUSTERING FOR SALIENT OBJECT DETECTION

被引:0
|
作者
Zhou, Lei [1 ]
Li, YiJun [1 ]
Song, YiPeng [1 ]
Qiao, Yu [1 ]
Yang, Jie [1 ]
机构
[1] Shanghai Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Shanghai 200030, Peoples R China
关键词
Saliency driven clustering; regional saliency computation; boundary prior; color contrast prior; MODEL; ATTENTION;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this work, a novel salient object detection method is proposed based on the saliency driven clustering. To capture visual patterns of an image, the color contrast prior and boundary prior are utilized to generate the image clusters automatically. Then, a simple operation like regional saliency computation is applied to refine the saliency maps generated by two priors. The final saliency map are obtained by combining the refined contrast prior saliency and boundary prior saliency. Extensive experiments show that our proposed model achieves better performance on salient region detection against the state-of-the-art methods.
引用
收藏
页数:5
相关论文
共 50 条
  • [41] A robust salient object detection using edge enhanced global topographical saliency
    Surya Kant Singh
    Rajeev Srivastava
    Multimedia Tools and Applications, 2020, 79 : 17885 - 17902
  • [42] Unsupervised Salient Object Detection via Inferring From Imperfect Saliency Models
    Quan, Rong
    Han, Junwei
    Zhang, Dingwen
    Nie, Feiping
    Qian, Xueming
    Li, Xuelong
    IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 20 (05) : 1101 - 1112
  • [43] SALIENT OBJECT DETECTION FOR RGB-D IMAGE VIA SALIENCY EVOLUTION
    Guo, Jingfan
    Ren, Tongwei
    Bei, Jia
    2016 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO (ICME), 2016,
  • [44] Salient object detection via local saliency estimation and global homogeneity refinement
    Yeh, Hsin-Ho
    Liu, Keng-Hao
    Chen, Chu-Song
    PATTERN RECOGNITION, 2014, 47 (04) : 1740 - 1750
  • [45] Salient object detection using feature clustering and compactness prior
    Zhang, Yanbang
    Zhang, Fen
    Guo, Lei
    Han, Henry
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (16) : 24867 - 24884
  • [46] Salient object detection using feature clustering and compactness prior
    Yanbang Zhang
    Fen Zhang
    Lei Guo
    Henry Han
    Multimedia Tools and Applications, 2021, 80 : 24867 - 24884
  • [47] Salient object detection using recursive regional feature clustering
    Oh, Kanghan
    Lee, Myungeun
    Lee, Yura
    Kirna, Soohyung
    INFORMATION SCIENCES, 2017, 387 : 1 - 18
  • [48] Flow driven attention network for video salient object detection
    Zhou, Feng
    Shuai, Hui
    Liu, Qingshan
    Guo, Guodong
    IET IMAGE PROCESSING, 2020, 14 (06) : 997 - 1004
  • [49] Water flow driven salient object detection at 180 fps
    Huang, Xiaoming
    Zhang, Yujin
    PATTERN RECOGNITION, 2018, 76 : 95 - 107
  • [50] Curiosity-Driven Salient Object Detection With Fragment Attention
    Wang, Zheng
    Wang, Pengzhi
    Han, Yahong
    Zhang, Xue
    Sun, Meijun
    Tian, Qi
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2022, 31 : 5989 - 6001