Wavelet Based Video Segmentation using Self Organizing Map Neural Network

被引：3

作者：

Ishtiaq, Muhammad ^{[1
]}

Jaffar, Arfan ^{[1
]}

Hussain, Ayaz ^{[1
]}

Basit, Abdul ^{[1
]}

Mirza, Anwar M. ^{[1
]}

机构：

[1] Natl Univ Comp & Emerging Sci, FAST, Islamabad, Pakistan

来源：

IACSIT-SC 2009: INTERNATIONAL ASSOCIATION OF COMPUTER SCIENCE AND INFORMATION TECHNOLOGY - SPRING CONFERENCE | 2009年

关键词：

Color video segmentation; self-organizing map; neural networks; wavelets; IMAGE SEGMENTATION; EDGE;

D O I：

10.1109/IACSIT-SC.2009.114

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Video segmentation has been and is likely to be an important component of the content-based video acquisition and retrieval systems. In this paper, we have proposed an video segmentation technique that uses Kohonan's Self Organizing map (SOM) neural network for segmentation of color videos. It has been observed that, SOM training if performed on the wavelet-transformed video, not only reduces the training time of the SOM but also make more compact segments. Our experiments have shown better results produced by our proposed technique than the previous approaches in practice.

引用

页码：122 / 125

页数：4

共 50 条

[1] Wavelet-Based Color Image Segmentation using Self-Organizing Map Neural Network
Jaffar, M. Arfan
Ishtiaq, Muhammad
Hussain, Ayyaz
Mirza, Anwar M.
[J]. PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS, 2009, : 501 - 505
[2] FUZZY WAVELET-BASED COLOR IMAGE SEGMENTATION USING SELF-ORGANIZING NEURAL NETWORK
Jaffar, M. Arfan
Ishtiaq, Muhammad
Ahmed, Bilal
Naveed, Nawazish
Hussain, Ayyaz
Mirza, Anwar M.
[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2010, 6 (11): : 4813 - 4824
[3] A New Method of Color Map Segmentation Based on the Self-organizing Neural Network
Xue, Zhenqing
Jia, Chunpu
[J]. EMERGING INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2009, 5755 : 417 - 423
[4] Fingerprint Image Segmentation Using Haar Wavelet and Self Organizing Map
Suwarno, Sri
Subanarl
Harjoko, Agus
Hartati, Sri
[J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2013, 4 (09) : 28 - 31
[5] Video Compression using Self Organizing Map and pattern storage using Hopfield Neural Network
Singh, Manu Pratap
Arya, K. V.
Sharma, Kajal
[J]. 2009 INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS, 2009, : 272 - +
[6] Self-organizing feature map neural network classification of the ASTER data based on wavelet fusion
Hasi, B
Ma, JW
Li, QQ
Han, XZ
Liu, ZL
[J]. SCIENCE IN CHINA SERIES D-EARTH SCIENCES, 2004, 47 (07): : 651 - 658
[7] Self-organizing feature map neural network classification of the ASTER data based on wavelet fusion
Bagan Hasi
Jianwen Ma
Qiqing Li
Xiuzhen Han
Zhili Liu
[J]. Science in China Series D: Earth Sciences, 2004, 47 : 651 - 658
[8] Self-organizing feature map neural network classification of the ASTER data based on wavelet fusion
HASI Bagan
[J]. Science China Earth Sciences, 2004, (07) : 651 - 658
[9] NOISY IMAGE SEGMENTATION USING A SELF-ORGANIZING MAP NETWORK
Gorjizadeh, Saleh
Pasban, Sadegh
Alipour, Siavash
[J]. ADVANCES IN SCIENCE AND TECHNOLOGY-RESEARCH JOURNAL, 2015, 9 (26) : 118 - 123
[10] Modified Self Organizing Feature Map Neural Network (MSOFM NN) Based Gray Image Segmentation
Upadhyay, Pankaj
Chhabra, Jitendra Kumar
[J]. ELEVENTH INTERNATIONAL CONFERENCE ON COMMUNICATION NETWORKS, ICCN 2015/INDIA ELEVENTH INTERNATIONAL CONFERENCE ON DATA MINING AND WAREHOUSING, ICDMW 2015/NDIA ELEVENTH INTERNATIONAL CONFERENCE ON IMAGE AND SIGNAL PROCESSING, ICISP 2015, 2015, 54 : 671 - 675

← 1 2 3 4 5 →