Adaptive Non-local Affinity Graph for Unsupervised Image Segmentation

被引：0
|
作者：
Lv, Xin [1 ]
Su, Zhenming [1 ]
Zhang, Taiyi [1 ]
Cheng, Wenxiang [1 ]
Qi, Xiaoqiong [2 ]
机构：
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou, Peoples R China
[2] Univ Queensland, Sch Informat Technol & Elect Engn, Brisbane, Qld, Australia
来源：
2023 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, ICME | 2023年
关键词：
unsupervised image segmentation; graph construction; spectral segmentation;
D O I：
10.1109/ICME55011.2023.00402
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we present an adaptive superpixel-based graph construction method for unsupervised image segmentation. The empirical findings in this study provide a new understanding of applying non-local image patches to image segmentation. We demonstrate that high-level segmentation cues can be revealed by non-local similar patches, and based on it the similarity between superpixels overlapped with these similar patches can be adaptively constructed. The experimental result on the Berkeley Segmentation Database demonstrates the effectiveness and superiority of the proposed algorithm.
引用
收藏
页码：2357 / 2362
页数：6
相关论文
共 50 条
  • [41] Unsupervised Segmentation for Color Image Based on Graph Theory
    Cao, Zhiguang
    Zhang, Xuexi
    Mei, Xuezhu
    2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL II, PROCEEDINGS, 2008, : 99 - 103
  • [42] Graph Cut Based Unsupervised Color Image Segmentation
    Liang Bin-mei
    Zhang Jian-zhou
    2012 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM), 2012, : 487 - +
  • [43] Adaptive Image Denoising Method Based On Non-local Means Filtering
    Wang, Jing
    Su, Jia
    Hou, Yan-li
    Hou, Wei-min
    2015 7TH INTERNATIONAL CONFERENCE ON MODELLING, IDENTIFICATION AND CONTROL (ICMIC), 2014, : 624 - 627
  • [44] Enhancing unsupervised rock CT image super-resolution with non-local attention
    Liu, Chengqian
    Liu, Yanchang
    Shan, Liqun
    Chilukoti, Sai Venkatesh
    Hei, Xiali
    GEOENERGY SCIENCE AND ENGINEERING, 2024, 238
  • [45] Unsupervised Discriminant Analysis Based on the Local and Non-local Mean
    Chen, Caikou
    Shi, Jun
    Huang, Pu
    INTERNATIONAL CONFERENCE ON APPLIED PHYSICS AND INDUSTRIAL ENGINEERING 2012, PT C, 2012, 24 : 1967 - 1973
  • [46] Unsupervised Discriminant Analysis Based on the Local and Non-local Mean
    Chen, Caikou
    Shi, Jun
    Huang, Pat
    2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL III, 2010, : 346 - 349
  • [47] A Simple Algorithm for Image Denoising Based on Non-Local Means and Preliminary Segmentation
    Junez-Ferreira, Carlos A.
    Velasco-Avalos, Fernando A.
    CERMA: 2009 ELECTRONICS ROBOTICS AND AUTOMOTIVE MECHANICS CONFERENCE, 2009, : 204 - 208
  • [48] Image segmentation algorithm based on neutrosophic fuzzy clustering with non-local information
    Wen, Jinyu
    Xuan, Shibin
    Li, Yuqi
    Peng, Qihui
    Gao, Qing
    IET IMAGE PROCESSING, 2020, 14 (03) : 576 - 584
  • [49] Non-local three-dimensional Otsu image thresholding segmentation based on anisotropic adaptive Gaussian weighted window
    Yan, Xue-Ying
    Jiao, Li-Cheng
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2012, 34 (11): : 2672 - 2679
  • [50] Shadowed C-Means for Image Segmentation Using Local and Non-local Spatial Information
    Zou, Jing
    Chen, Long
    Chen, C. L. Philip
    2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013), 2013, : 3933 - 3938
12345