MATLAB MEDICAL IMAGES CLASSIFICATION ON GRAPHICS PROCESSORS

被引:0
|
作者
Din, Ramona
机构
关键词
medical image processing; parallel computing; content based image retrieval; texture analysis; fractal analysis; graphics processing unit;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to their massively parallel hardware design, graphic processors can easily beat ordinary CPUs in applications which involve large amount of data. Considering their great potential, the oblective of this paper is to continue previous work and optimize the speed and efficiency of texture and fractal analysis, as used for medical images classification processes. for early skin cancer detection. The images are classified based upon Haralick features and fractal geometry, which both proved to be traditionally computationally expensive.
引用
收藏
页码:17 / 30
页数:14
相关论文
共 50 条
  • [1] Detector Defect Correction of Medical Images on Graphics Processors
    Membarth, Richard
    Hannig, Frank
    Teich, Juergen
    Litz, Gerhard
    Hornegger, Heinz
    [J]. MEDICAL IMAGING 2011: IMAGE PROCESSING, 2011, 7962
  • [2] Stroma classification for neuroblastoma on graphics processors
    Ruiz, Antonio
    Sertel, Olcay
    Ujaldon, Manuel
    Catalyurek, Umit
    Saltz, Joel
    Gurcan, Metin N.
    [J]. INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS, 2009, 3 (03) : 280 - 298
  • [3] Fast Optimum-Path Forest Classification on Graphics Processors
    Romero, Marcos V. T.
    Iwashita, Adriana S.
    Papa, Luciene P.
    Souza, Andre N.
    Papa, Joao P.
    [J]. PROCEEDINGS OF THE 2014 9TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, THEORY AND APPLICATIONS (VISAPP 2014), VOL 2, 2014, : 627 - 631
  • [4] Parallel Medical Image Reconstruction: From Graphics Processors to Grids
    Schellmann, Maraike
    Gorlatch, Sergei
    Meilaender, Dominik
    Koesters, Thomas
    Schaefers, Klaus
    Wuebbeling, Frank
    Burger, Martin
    [J]. PARALLEL COMPUTING TECHNOLOGIES, PROCEEDINGS, 2009, 5698 : 457 - 473
  • [5] Classification of a text and a graphics images with asymmetrical filters
    Chen, Yu-Kumg
    Hu, Kai-Ti
    [J]. CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 1, PROCEEDINGS, 2008, : 476 - 480
  • [6] MICROCOMPUTER-BASED MEDICAL IMAGING WORKSTATIONS USING GRAPHICS PROCESSORS
    SMITH, GD
    PICKENS, DR
    [J]. INVESTIGATIVE RADIOLOGY, 1988, 23 (09) : S59 - S59
  • [7] Non-rigid Registration for Large Sets of Microscopic Images on Graphics Processors
    Antonio Ruiz
    Manuel Ujaldon
    Lee Cooper
    Kun Huang
    [J]. Journal of Signal Processing Systems, 2009, 55 : 229 - 250
  • [8] Non-rigid Registration for Large Sets of Microscopic Images on Graphics Processors
    Ruiz, Antonio
    Ujaldon, Manuel
    Cooper, Lee
    Huang, Kun
    [J]. JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2009, 55 (1-3): : 229 - 250
  • [9] FEATURE BASED CLASSIFICATION OF COMPUTER GRAPHICS AND REAL IMAGES
    Sankar, Gopinath
    Zhao, Vicky
    Yang, Yee-Hong
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 1513 - +
  • [10] Database Compression on Graphics Processors
    Fang, Wenbing
    He, Bingsheng
    Luo, Qiong
    [J]. PROCEEDINGS OF THE VLDB ENDOWMENT, 2010, 3 (01): : 670 - 680