SALIENCY DETECTION BASED ON MULTI-CUE AND MULTI-SCALE WITH CELLULAR AUTOMATA

被引:0
|
作者
Huang, Ling [1 ]
Tang, Songguang [2 ]
Hu, Jiani [1 ]
Deng, Weihong [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Beijing 100876, Peoples R China
[2] Wuhan Res Inst Post & Telecommun, Wuhan 430074, Peoples R China
来源
PROCEEDINGS OF 2016 5TH IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT (IEEE IC-NIDC 2016) | 2016年
基金
中国国家自然科学基金;
关键词
Saliency detection; Focusness; Objectness; Cellular automata;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Saliency detection plays an important role in computer vision. This paper proposes a saliency detection algorithm which is based on multi-cue and multi-scale with cellular automata. The algorithm constructs a background-based map at first and optimizes it with an automatic updating mechanism-single-layer cellular automata. Furthermore, two important visual cues, focusness and objectness, are added to evaluate saliency in different perspectives. In addition, multi-scale is introduced to avoid the saliency results' sensitive to different scales and the output saliency map is generated by multi-layer fusion. Extensive experiments on three public datasets comparing with other state-of-the-art results demonstrate the superior of the algorithm.
引用
收藏
页码:195 / 199
页数:5
相关论文
共 50 条
  • [41] A Multi-Cue Based Algorithm For Skin Detection Under Varying Illumination Conditions
    Zhai, Fangwen
    Yang, Zehong
    Song, Yixu
    Jia, Peifa
    SECOND INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING, 2010, 7546
  • [42] A Multi-Scale Colour and Keypoint Density-Based Approach for Visual Saliency Detection
    Bruno, Alessandro
    Gugliuzza, Francesco
    Pirrone, Roberto
    Ardizzone, Edoardo
    IEEE ACCESS, 2020, 8 : 121330 - 121343
  • [43] Superpixel Content-Aware Priors Based Multi-Scale Bayesian Saliency Detection
    Zhang R.-G.
    Jia Y.-S.
    Hu J.
    Liu X.-J.
    Li X.-M.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2020, 48 (08): : 1509 - 1515
  • [44] Multi-cue Object Detection and Tracking for Security in Complex Environments
    Ahsan, Unaiza
    Sattar, Sohail Abdul
    Noor, Humera
    Zafar, Munzir
    AUTOMATIC TARGET RECOGNITION XXII, 2012, 8391
  • [45] Salient object detection based on multi-scale super-pixels and saliency propagation
    Zhang, Geng
    Yuan, Zejian
    Liu, Yuehu
    Zheng, Nanning
    ELECTRONICS LETTERS, 2014, 50 (09) : 675 - 676
  • [46] Spiking Neural Network Based on Multi-Scale Saliency Fusion for Breast Cancer Detection
    Fu, Qiang
    Dong, Hongbin
    ENTROPY, 2022, 24 (11)
  • [47] A Fusion Underwater Salient Object Detection Based on Multi-Scale Saliency and Spatial Optimization
    Huang, Weiliang
    Zhu, Daqi
    Chen, Mingzhi
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (09)
  • [48] LIGHTWEIGHT SALIENCY TARGET INTELLIGENT DETECTION BASED ON MULTI-SCALE FEATURE ADAPTIVE FUSION
    Zhu, Muqing
    SCALABLE COMPUTING-PRACTICE AND EXPERIENCE, 2024, 25 (02): : 883 - 890
  • [49] Fabric Defect Detection via Multi-scale Feature Fusion-Based Saliency
    Liu, Zhoufeng
    Huang, Ning
    Li, Chunlei
    Guo, Zijing
    Gao, Chengli
    PATTERN RECOGNITION AND COMPUTER VISION, PT IV, 2021, 13022 : 240 - 251
  • [50] Co-Saliency Detection Based on Multi-Scale Feature Extraction and Feature Fusion
    Zuo, Kuangji
    Liang, Huiqing
    Wang, Dechen
    Zhang, Dehua
    2022 4TH INTERNATIONAL CONFERENCE ON CONTROL AND ROBOTICS, ICCR, 2022, : 364 - 368