Multispectral Image Segmentation Using Parallel Mean Shift Algorithm and CUDA Technology

被引：0

作者：

Zghidi, Hafedh ^{[1
]}

Walczak, Maksym ^{[1
]}

Switonski, Adam ^{[1
]}

机构：

[1] Silesian Tech Univ, Ul Akad 16, PL-44100 Gliwice, Poland

来源：

PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2015 (ICNAAM-2015) | 2016年 / 1738卷

关键词：

Multispectral imaging; Image segmentation; Mean Shift; Parallel algorithm; CUDA;

D O I：

10.1063/1.4952330

中图分类号：

O29 [应用数学];

学科分类号：

070104 ;

摘要：

We present a parallel mean shift algorithm running on CUDA and its possible application in segmentation of multispectral images. The aim of this paper is to present a method of analyzing highly noised multispectral images of various objects, so that important features are enhanced and easier to identify. The algorithm finds applications in analysis of multispectral images of eyes so that certain features visible only in specific wavelengths are made clearly visible despite high level of noise, for which processing time is very long.

引用

页数：4

共 50 条

[21] A multi-scale image segmentation algorithm based on mean shift
Liu, F
Song, XD
Luo, YP
Hu, DC
SECOND INTERNATION CONFERENCE ON IMAGE AND GRAPHICS, PTS 1 AND 2, 2002, 4875 : 291 - 297
[22] Color image segmentation of foreground and background based on Mean Shift algorithm
Jingmin, Liang
International Journal of Advancements in Computing Technology, 2012, 4 (01) : 127 - 135
[23] A Novel Approach for Color Image Segmentation Using Iterative Partitioning Mean Shift Clustering Algorithm
Naik, P. Pedda Sadhu
Gopal, T. Venu
2015 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2015, : 1516 - 1519
[24] The Segmentation in Textile Printing Image Based on Mean Shift
Li, Pengfei
Wang, Shaoru
Jing, Junfeng
2009 IEEE 10TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED INDUSTRIAL DESIGN & CONCEPTUAL DESIGN, VOLS 1-3: E-BUSINESS, CREATIVE DESIGN, MANUFACTURING - CAID&CD'2009, 2009, : 1528 - 1532
[25] Variable bandwidth mean shift for video image segmentation
Peng, TG
Huang, YW
Wu, TH
PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 2, 2004, : 16 - 21
[26] Remote Sensing Image Segmentation Using Mean Shift Method
Wan, Fang
Deng, Fei
ADVANCED RESEARCH ON COMPUTER EDUCATION, SIMULATION AND MODELING, PT II, 2011, 176 (02): : 86 - +
[27] Convergence of the Mean Shift Using the Infinity Norm in Image Segmentation
Dominguez, Didier
Rodriguez, Roberto
JOURNAL OF PATTERN RECOGNITION RESEARCH, 2011, 6 (01): : 32 - 42
[28] Fast Segmentation Algorithm of High Resolution Remote Sensing Image Based on Multiscale Mean Shift
Wang Lei-guang
Zheng Chen
Lin Li-yu
Chen Rong-yuan
Mei Tian-can
SPECTROSCOPY AND SPECTRAL ANALYSIS, 2011, 31 (01) : 177 - 183
[29] Parallel Mean Shift for Interactive Volume Segmentation
Zhou, Fangfang
Zhao, Ying
Ma, Kwan-Liu
MACHINE LEARNING IN MEDICAL IMAGING, 2010, 6357 : 67 - +
[30] A new color image segmentation algorithm combining mean shift and hierarchical clustering
Xu, Xiaoli
Zhao, Mingtao
Sun, Lu
Yang, Dongxia
Liu, Hong
Zhao, M. (zmt.stat@gmail.com), 1600, Binary Information Press (10): : 1519 - 1525

← 1 2 3 4 5 →