Video segmentation algorithm based on superpixel link weight model

被引:13
|
作者
Pan, Shu-xia [1 ]
Sun, Wang-jie [2 ]
Zheng, Zhigao [3 ]
机构
[1] Jilin Med Univ, Sch Publ Hlth Coll, Jilin 132013, Jilin, Peoples R China
[2] Jilin Inst Chem Technol, Sch Sci, Jilin 132022, Jilin, Peoples R China
[3] Huazhong Univ Sci & Technol, Serv Comp Technol & Syst Lab, Cluster & Grid Comp Lab, Wuhan, Hubei, Peoples R China
关键词
Video segmentation; Superpixel; Motion restriction; Over-segmentation; MOVING OBJECT SEGMENTATION;
D O I
10.1007/s11042-016-3439-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Based on the traditional segmentation algorithms, this paper proposes unsupervised video segmentation approach. The proposed algorithm applies superpixel to indicate the movement foreground and uses the static features of current frame and the relevant features of adjacent frames to compute the weight. It also brings in the mechanism of superpixel color features match restriction and motion relevance match restriction. The experiment result shows this algorithm can achieve the segmentation of video pictures and effectively solve the problem of over-segmentation.
引用
收藏
页码:19741 / 19760
页数:20
相关论文
共 50 条
  • [1] Video segmentation algorithm based on superpixel link weight model
    Shu-xia Pan
    Wang-jie Sun
    Zhigao Zheng
    Multimedia Tools and Applications, 2017, 76 : 19741 - 19760
  • [2] Video Object Segmentation Based on Superpixel Trajectories
    Abdelwahab, Mohamed A.
    Abdelwahab, Moataz M.
    Uchiyama, Hideaki
    Shimada, Atsushi
    Taniguchi, Rin-ichiro
    IMAGE ANALYSIS AND RECOGNITION (ICIAR 2016), 2016, 9730 : 191 - 197
  • [3] Object Detection Algorithm Based on the Combination of the Superpixel Segmentation and Codebook Model
    Fan S.-C.
    Zeng X.-F.
    Zhou X.
    Zou J.-X.
    Xu H.-B.
    2017, Univ. of Electronic Science and Technology of China (46): : 572 - 578
  • [4] Image segmentation algorithm based on superpixel clustering
    Cong, Lin
    Ding, Shifei
    Wang, Lijuan
    Zhang, Aijuan
    Jia, Weikuan
    IET IMAGE PROCESSING, 2018, 12 (11) : 2030 - 2035
  • [5] A SUPERPIXEL SEGMENTATION ALGORITHM BASED ON DIFFERENTIAL EVOLUTION
    Gong, Yue-Jiao
    Zhou, Yicong
    Zhang, Xinglin
    2016 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO (ICME), 2016,
  • [6] ALIC: A Superpixel Segmentation Algorithm Based on Autonomous Attachment
    Wang, Juan
    Shi, Hao
    Liu, Min
    Cai, Linkang
    Ke, Cong
    Deng, Bin
    PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND APPLICATION ENGINEERING (CSAE2019), 2019,
  • [7] Superpixel-based segmentation algorithm for mature citrus
    Yang, Qinghua
    Chen, Yiqin
    Xun, Yi
    Bao, Guanjun
    INTERNATIONAL JOURNAL OF AGRICULTURAL AND BIOLOGICAL ENGINEERING, 2020, 13 (04) : 166 - 171
  • [8] DSLIC: A Superpixel Based Segmentation Algorithm for Depth Image
    Agoes, Ali Suryaperdana
    Hu, Zhencheng
    Matsunaga, Nobutomo
    COMPUTER VISION - ACCV 2016 WORKSHOPS, PT II, 2017, 10117 : 77 - 87
  • [9] A Superpixel Segmentation Algorithm with Region Correlation Saliency Analysis for Video Pedestrian Detection
    Yang, Dawei
    Mao, Lin
    Ji, Mengting
    Zhang, Rubo
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 5396 - 5399
  • [10] Video object segmentation with shape cue based on spatiotemporal superpixel neighbourhood
    Tian, Zhiqiang
    Zheng, Nanning
    Xue, Jianru
    Lan, Xuguang
    Li, Ce
    Zhou, Gang
    IET COMPUTER VISION, 2014, 8 (01) : 16 - 25