MEDICAL IMAGE SEARCH AND RETRIEVAL USING LOCAL BINARY PATTERNS AND KLT FEATURE POINTS

被引:14
作者
Unay, Devrim [1 ]
Ekin, Ahmet [1 ]
Jasinschi, Radu [1 ]
机构
[1] Philips Res Europe, Video Proc & Anal Grp, NL-5656 AE Eindhoven, Netherlands
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
关键词
search and retrieval; brain MR; local binary patterns; Kanade-Lucas-Tomasi feature points; spatial context;
D O I
10.1109/ICIP.2008.4711925
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the medical domain, experts usually look at specific anatomical structures to identify the cause of a pathology, and therefore they can largely benefit from automated tools that retrieve relevant slice(s) from a patient's image volume in diagnosis. Accordingly, this paper introduces a novel search and retrieval work for finding relevant slices in brain MR (magnetic resonance) volumes. As intensity is non-standard in MR we explore performance of two complementary intensity invariant features, local binary patterns and Kanade-Lucas-Tomasi feature points, their extended versions with spatial context, and a simple edge descriptor with spatial context. Experiments on real and simulated data showed that the local binary patterns with spatial context is fast, highly accurate, and robust to geometric deformations and intensity variations.
引用
收藏
页码:997 / 1000
页数:4
相关论文
共 8 条
  • [1] [Anonymous], P IEEE CVF INT C COM, P593
  • [2] Integrating content-based retrieval in a medical image reference database
    Bucci, G
    Cagnoni, S
    DeDominicis, R
    [J]. COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 1996, 20 (04) : 231 - 241
  • [3] EKIN A, 2006, P 14 EUR SIGN PROC C
  • [4] Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    Ojala, T
    Pietikäinen, M
    Mäenpää, T
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) : 971 - 987
  • [5] RAO A, 1999, P IEEE INT C TOOLS A, P183
  • [6] Fast robust automated brain extraction
    Smith, SM
    [J]. HUMAN BRAIN MAPPING, 2002, 17 (03) : 143 - 155
  • [7] Tomasi C., 1991, DETECTION TRACKING P
  • [8] Robustness of local binary patterns in brain MR image analysis
    Unay, Devrim
    Ekin, Ahmet
    Cetin, Mujdat
    Jasinschi, Radu
    Ercil, Aytul
    [J]. 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 2098 - +