Content-based Image Retrieval for Medical Image

被引:4
作者
Zheng, Kaimei [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Century Coll, Dept Comp Sci, Beijing, Peoples R China
来源
2015 11TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS) | 2015年
关键词
contented based image retrieval; integated region matching; wavelet transform; medical image;
D O I
10.1109/CIS.2015.61
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the SIMPLIcity (Semantics-sensitive Integrate Matching for Picture Libraries), an image retrieval system is introduced. The feature extraction is based on Histogram, color layout and coefficients of wavelet transform. This retrieving system adopts feature database for matching so as to reduce the search space which is especially useful in a larger image database. Retrieval images are selected according to the closest similar measures computed by distance. Under experiments of 600 medical images, this method shows a higher performance of matching. And the similarity defined by l(1) for searching is more suitable for gray images.
引用
收藏
页码:219 / 222
页数:4
相关论文
共 11 条
[1]   Scalable color image indexing and retrieval using vector wavelets [J].
Albuz, E ;
Kocalar, E ;
Khokhar, AA .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2001, 13 (05) :851-861
[2]  
Fahimeh S.A., MED SYST, V36, P1621
[3]  
FLICKNER M, 1995, IEEE COMPUTER, V28
[4]  
Kompatsiaris I, 2001, IEEE IMAGE PROC, P658, DOI 10.1109/ICIP.2001.959131
[5]   Automatic linguistic indexing of pictures by a statistical modeling approach [J].
Li, J ;
Wang, JZ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (09) :1075-1088
[6]  
Liu Y., 2010, IEEE T PATTERN ANAL, V31, P33
[7]   Linear models of cumulative distribution function for content-based medical image retrieval [J].
Manjunath, K. N. ;
Renuka, A. ;
Niranjan, U. C. .
JOURNAL OF MEDICAL SYSTEMS, 2007, 31 (06) :433-443
[8]   Content-based image retrieval at the end of the early years [J].
Smeulders, AWM ;
Worring, M ;
Santini, S ;
Gupta, A ;
Jain, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (12) :1349-1380
[9]  
Traina AJM, 2003, COMP MED SY, P150
[10]   SIMPLIcity: Semantics-sensitive integrated matching for picture libraries [J].
Wang, JZ ;
Li, J ;
Wiederhold, G .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (09) :947-963