Image Categorization Using a Heuristic Automatic Clustering Method Based on Hierarchical Clustering

被引：1

作者：

LaPlante, Francois ^{[1
]}

Kardouchi, Mustapha ^{[1
]}

Belacel, Nabil ^{[2
]}

机构：

[1] Univ Moncton, Moncton, NB E1A 3E9, Canada

[2] Natl Res Council Informat & Commun Technol, Moncton, NB, Canada

来源：

IMAGE ANALYSIS AND RECOGNITION (ICIAR 2015) | 2015年 / 9164卷

关键词：

Image classification; Image processing; Clustering; VALIDITY INDEX;

D O I：

10.1007/978-3-319-20801-5_16

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

One approach to image categorization is the use of clustering algorithms to sets of images represented by various image descriptors. We propose the use of an automatic clustering algorithm to categorize an image-set represented by color moments. Using this clustering algorithm based on hierarchical clustering, this approach produced adequate results with only minimal user input when applied to a restricted image-set.

引用

页码：150 / 158

页数：9

共 50 条

[1] A Heuristic Automatic Clustering Method Based on Hierarchical Clustering
LaPlante, Francois
Belacel, Nabil
Kardouchi, Mustapha
[J]. AGENTS AND ARTIFICIAL INTELLIGENCE, ICAART 2014, 2015, 8946 : 312 - 328
[2] Automatic content-based image retrieval using hierarchical clustering algorithms
Jarrah, Kambiz
Krishnan, Sri
Guan, Ling
[J]. 2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 3532 - +
[3] Automatic thematic categorization of documents using a fuzzy taxonomy and fuzzy hierarchical clustering
Wallace, M
Akrivas, G
Stamou, G
[J]. PROCEEDINGS OF THE 12TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, 2003, : 1446 - 1451
[4] Heuristic Approaches for the Quartet Method of Hierarchical Clustering
Consoli, Sergio
Darby-Dowman, Kenneth
Geleijnse, Gijs
Korst, Jan
Pauws, Steffen
[J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2010, 22 (10) : 1428 - 1443
[5] Dynamic Image Segmentation Method Using Hierarchical Clustering
Galbiati, Jorge
Allende, Hector
Becerra, Carlos
[J]. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, PROCEEDINGS, 2009, 5856 : 177 - +
[6] A New Terrorism Categorization Based on Casualties and Consequences Using Hierarchical Clustering
Atsa'am, Donald Douglas
Wario, Ruth
Okpo, Fiona Emokpaire
[J]. JOURNAL OF APPLIED SECURITY RESEARCH, 2020, 15 (03) : 369 - 384
[7] Keyword Clustering for Automatic Categorization
Zhao, Qinpei
Rezaei, Mohammad
Chen, Hao
Franti, Pasi
[J]. 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 2845 - 2848
[8] Image categorization based on segmentation and region clustering
Brank, J
[J]. STAIRS 2002, PROCEEDINGS, 2002, 78 : 187 - 195
[9] A robust image segmentation method using hierarchical color clustering
He, Jijun
Zheng, Jinjin
Guo, Yutang
Shen, Yuan
[J]. PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION PROCESSING (ICIIP'16), 2016,
[10] Image browsing using hierarchical clustering
Krishnamachari, S
Abdel-Mottaleb, M
[J]. IEEE INTERNATIONAL SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS, PROCEEDINGS, 1999, : 301 - 307

← 1 2 3 4 5 →