期刊文献+

基于层次化深度学习的海量医学影像组织与检索研究 被引量:7

Research on Massive Medical Image Organization and Retrieval Based on Hierarchical Deep Learning
下载PDF
导出
摘要 针对国内外关于医学影像组织和检索方法中的难点问题,提出一种基于层次化深度学习的海量医学影像组织和检索方法,以提高检索效率和精度,在一定程度上解决医学影像检索中存在的语义鸿沟问题。 According to the existing problems, the paper proposes an organization and retrieval method of the massive medical images based on hierarchical deep learning in order to obtain more accurate retrieval results, solves the semantic gap problem that exists in the current medical image retrieval at a certain extent.
出处 《医学信息学杂志》 CAS 2015年第5期46-51,共6页 Journal of Medical Informatics
关键词 影像存储与传输系统 深度学习 影像检索 Picture Archiving and Communication System (PACS) Deep learning Image retrieval
  • 相关文献

参考文献12

  • 1Henning Muller, Nicolas Michoux, et al. A Review of Con- tent- based Image Retrieval Systems in Medical Applica- tion--clinicaJ benefits and future directions [ J ]. Interna- tional Journal of Medical Informaties, 2004, 73 (1) : 1 - 23.
  • 2Qian x, Tagare H D. Optimal Embedding for Shape Inde- xing in Medical Image Databases [ J]. Medical Image Com- puting and Computer - Assisted Intervention ( MICCAI), 2005, (3750) : 377 -384.
  • 3Lira J, Chevalier J. VisMed: a visual vocabulary approach for medical image indexing and retrieval [ J ]. In Second Asia In- formation Retrieval Symposium, 2005, (3689) : 84 - 96.
  • 4Hsu W, Long LR, Antani S. SPIRS: a framework for con- tent- based image retrieval from large biomedical databases [ J]. Studies in Health Technology and Informatics, 2007, (129) : 188 -192.
  • 5王勇,吕扬生.基于纹理特征的超声医学图像检索[J].天津大学学报(自然科学与工程技术版),2005,38(1):57-60. 被引量:10
  • 6江少锋,陈武凡,冯前进,杨素华.基于模糊区域的CT脑图像检索及关联反馈[J].计算机工程与应用,2008,44(5):199-202. 被引量:4
  • 7王伟蔚,卢虹冰,廖琪梅,张国鹏.多级多特征医学图像检索系统的研究[J].医疗卫生装备,2012,33(3):86-88. 被引量:1
  • 8Sharmila G, Saraswathi D, Ramkumar R. A Suevey on Con- tent based Medical Image Retrieval for Mri Brain Images [ J ]. International Journal of Research in Engineering and Technology, 2014, 3 (19): 149-154.
  • 9Chia - Hung Wei, Chang - Tsun Li and Roland Wilson. A Content- Based Approach to Medical Image Database Re- trieval [ C]. Database Technologies : Concepts, Methodolo- gies, Tools, and Applications, 2009 : 1062 - 1083.
  • 10Abdol Hamid Pilevar. CBMIR: Content -based Image Re- trieval Algorithm for Medical Image Databases [ EB/OL ]. [ 2015-01-10 ]. http: //www. ncbi. nlm. nih. gov/pmc/arti- cles/PMC3317765/.

二级参考文献41

共引文献14

同被引文献45

引证文献7

二级引证文献33

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部