VIDEO IMAGE CLUSTERING BASED ON HUMAN FACE AND SHIRT COLOR

被引：3

作者：

Hossain, Md. Shafaeat ^{[1
]}

Rahman, Khandaker Abir ^{[1
]}

Hasanuzzaman, Md. ^{[1
]}

Bhuyian, M. A. ^{[2
]}

Ueno, H. ^{[3
]}

机构：

[1] Univ Dhaka, Dept Comp Sci & Engn, Dhaka 1000, Bangladesh

[2] Jahangirnagar Univ, Dept Comp Sci & Engn, Savar, Bangladesh

[3] NII, Tokyo, Japan

来源：

INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS | 2010年 / 10卷 / 01期

关键词：

Video image clustering; face detection; shirt color; multi-resolution templates matching; mean to face image distance; shirt window;

D O I：

10.1142/S0219467810003639

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

This paper proposes a novel video image clustering method based on human face and shirt color. Clustering has been performed in unsupervised manner where no prior knowledge about the input video clip is required. For face detection, multi-resolution templates based pattern matching method has been used. We have experimented on 11 video clips of various durations in order to evaluate the performance of the proposed system. The ability of the system to generate a meaningful number of clusters that exist in the input video clip is definitely well. The performance of the system with respect to precision and recall rate is also highly satisfactory.

引用

页码：1 / 19

页数：19

共 50 条

[1] Research on Face Image Optimization Method Based on Face Clustering in Video
Wang Chang
Cui Rongyi
Jin Jingxuan
Jin Xiaofeng
LASER & OPTOELECTRONICS PROGRESS, 2019, 56 (20)
[2] An Algorithm for Human Face Detection in Color Image Based on Skin Color Segmentation
Zhu, Li
Zhu, Chun-qiang
2014 IEEE WORKSHOP ON ELECTRONICS, COMPUTER AND APPLICATIONS, 2014, : 101 - 104
[3] Image indexing and retrieval based on human perceptual color clustering
Gong, YH
Proietti, G
Faloutsos, C
1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, : 578 - 583
[4] Face detection of video image sequence based on human characteristics①
Department of Scientific Research, Shan Dong Management University, Jinan
Shan Dong Province
250357, China
不详
100083, China
Open Autom. Control Syst. J., 1600, 1 (2029-2038):
[5] Silhouette extract from human body image based on color clustering analysis
Cai-yuan, Kuang
Guo-lian, Liu
RESEARCHES AND PROGRESSES OF MODERN TECHNOLOGY ON SILK, TEXTILE AND MECHANICALS I, 2007, : 303 - 305
[6] Color Image Information Hiding Based on Perceptual Color Clustering
Jiang, Li
Xu, Zheng-quan
2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
[7] Journey on image clustering based on color composition
Hidayanto, Achmad Nizar
Koeanan, Elisabeth Martha
World Academy of Science, Engineering and Technology, 2010, 43 : 954 - 959
[8] A Face Detection Method Based on Color Image
Wang, Wencheng
INFORMATION AND AUTOMATION, 2011, 86 : 213 - 219
[9] RESEARCH ON FACE IMAGE CLUSTERING BASED ON INTEGRATING SOM AND SPECTRAL CLUSTERING
Zhang, Ling-Fei
Li, Chun-Fang
Wang, Hong-Ru
Shi, Min-Yong
PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOL 2, 2018, : 337 - 342
[10] The Research of Color Image Segmentation Based on Clustering in HIS Color Space
Zhang, Sanmei
INTERNATIONAL CONFERENCE ON COMPUTATIONAL AND INFORMATION SCIENCES (ICCIS 2014), 2014, : 1092 - 1096

← 1 2 3 4 5 →