A visual word clustering algorithm based on affinity propagation

被引：0
|
作者：
Zhao, Jian [1 ]
Sun, Cheng [1 ]
Ma, Miao
Xie, Yu [1 ]
机构：
[1] NW Univ Xian, Sch Informat Sci & Technol, Xian 710069, Peoples R China
来源：
2012 7TH INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE) | 2012年
关键词：
indexing structure; vocabulary tree; visual word; affinity propagation clustering;
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：
Because of the weaknesses of k-means clustering would result in deviation of the vocabulary tree structure, we developed an improved vocabulary tree structure based on affinity propagation clustering algorithm. There were three datasets used to test the tasks: the Corel dataset, the LabelMe dataset and the Caltech-101 dataset. The experiments evaluated this new build method for vocabulary tree offers not only incrementally computed sets of vocabulary tree quickly, but gained in retrieval accuracy as well.
引用
收藏
页码：14 / 17
页数：4
相关论文
共 50 条
  • [31] A novel neural network classification model based on covering and Affinity Propagation clustering algorithm
    Li, Hui
    Ding, Shifei
    Journal of Computational Information Systems, 2013, 9 (07): : 2565 - 2573
  • [32] Constraint Rules and Matching Micro-clusters Based Affinity Propagation Clustering Algorithm
    Wang, Li-min
    Zhou, You
    Han, Xu-ming
    Wang, Yi-zhang
    Yu, Jing-lin
    Wang, Shuai
    STUDIES IN INFORMATICS AND CONTROL, 2020, 29 (03): : 353 - 362
  • [33] An improved affinity propagation clustering algorithm based on principal component analysis and variation coefficient
    Han, Xuming, 1600, Inderscience Enterprises Ltd., 29, route de Pre-Bois, Case Postale 856, CH-1215 Geneva 15, CH-1215, Switzerland (07):
  • [34] ADAPTIVE SEMI-SUPERVISED AFFINITY PROPAGATION CLUSTERING ALGORITHM BASED ON STRUCTURAL SIMILARITY
    Wang, Limin
    Ji, Qiang
    Han, Xuming
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2016, 23 (02): : 425 - 435
  • [35] A density-adaptive affinity propagation clustering algorithm based on spectral dimension reduction
    Jia, Hongjie
    Ding, Shifei
    Meng, Lingheng
    Fan, Shuyan
    NEURAL COMPUTING & APPLICATIONS, 2014, 25 (7-8): : 1557 - 1567
  • [36] A New Word Clustering Algorithm Based on Word Similarity
    YUAN Lichi
    ChineseJournalofElectronics, 2017, 26 (06) : 1221 - 1226
  • [37] A density-adaptive affinity propagation clustering algorithm based on spectral dimension reduction
    Hongjie Jia
    Shifei Ding
    Lingheng Meng
    Shuyan Fan
    Neural Computing and Applications, 2014, 25 : 1557 - 1567
  • [38] Optimal Preference Detection Based on Golden Section and Genetic Algorithm for Affinity Propagation Clustering
    Jiao, Libin
    Zhang, Guangzhi
    Wang, Shenling
    Mehmood, Rashid
    Bie, Rongfang
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, 2015, 9204 : 253 - 262
  • [39] A New Word Clustering Algorithm Based on Word Similarity
    Yuan Lichi
    CHINESE JOURNAL OF ELECTRONICS, 2017, 26 (06) : 1221 - 1226
  • [40] Research on Mini-Batch Affinity Propagation Clustering Algorithm
    Xu, Ziqi
    Lu, Yahui
    Jiang, Yu
    2022 IEEE 9TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA), 2022, : 86 - 95
12345