CONTEXT-DRIVEN ONTOLOGICAL ANNOTATIONS IN DICOM IMAGES Towards Semantic PACS

被引:0
作者
Moeller, Manuel [1 ]
Mukherjee, Saikat [2 ]
机构
[1] German Res Ctr Artificial Intelligence, Kaiserslautern, Germany
[2] Siemens Corp Res, Princeton, NJ USA
来源
HEALTHINF 2009: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON HEALTH INFORMATICS | 2009年
关键词
Semantic Search; Medical Image Retrieval; Semantic PACS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The enormous volume of medical images and the complexity of clinical information systems make searching for relevant images a challenging task. We describe techniques for annotating and searching medical images using ontological semantic concepts. In contrast to extant multimedia semantic annotation work, our technique uses the context from mappings between multiple ontologies to constrain the semantic space and quickly identify relevant concepts. We have implemented a system using the FMA and RadLex anatomical ontologies, the ICD disease taxonomy, and have coupled the techniques with the DICOM standard for easy deployment in current PAC environments. Preliminary quantitative and qualitative experiments validate the effectiveness of the techniques.
引用
收藏
页码:294 / +
页数:2
相关论文
共 11 条
  • [1] [Anonymous], 2004, W3C RECOMMENDATION
  • [2] BUITELAAR P, 2006, P 3 EUR SEM WEB C ES
  • [3] Supervised learning of semantic classes for image annotation and retrieval
    Carneiro, Gustavo
    Chan, Antoni B.
    Moreno, Pedro J.
    Vasconcelos, Nuno
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (03) : 394 - 410
  • [4] Hayes P., 2004, RDF semantics
  • [5] An ontology for PACS integration
    Kahn, Charles E., Jr.
    Channin, David S.
    Rubin, Daniel L.
    [J]. JOURNAL OF DIGITAL IMAGING, 2006, 19 (04) : 316 - 327
  • [6] MOLLER M, 2008, BILDVERARBEITUNG MED
  • [7] NOY NF, 2007, STANFORD MED INFORM
  • [8] A reference ontology for biomedical informatics: the Foundational Model of Anatomy
    Rosse, C
    Mejino, JLV
    [J]. JOURNAL OF BIOMEDICAL INFORMATICS, 2003, 36 (06) : 478 - 500
  • [9] RUBIN D, 2007, J DIGIT IMAGING, V12, P920
  • [10] Rubin DL, 2008, AAAI SPRING S SERIES