Research on image preprocessing and segmentation of medical image

被引:0
|
作者
Li, Huafeng [1 ]
Zhang, Yuan [1 ]
机构
[1] Shandong Med Coll, Jinan 250002, Shandong, Peoples R China
关键词
Medical image; Image segmentation; Adaptive window methods; Support vector machines;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
this paper presents a medical image preprocessing based on an adaptive window and the segmentation algorithm of medical image based on support vector machine, using the segmentation algorithm may be the same target which is divided into a plurality of adjacent segments. According to the pattern recognition theory, if a group of training samples can be separated by an optimal hyperplane, upper boundary of the test sample classification error rate expectations are in the training sample support vector average of the total number of training samples proportion, that reduce the influence of subjective factors, which makes segmentation result that has uniqueness.
引用
收藏
页码:20 / 22
页数:3
相关论文
共 50 条
  • [1] RESEARCH ON MEDICAL IMAGE PREPROCESSING BASED ON MATLAB
    Li, L. T.
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2016, 118 : 103 - 103
  • [2] Research on image segmentation effect based on denoising preprocessing
    Lu Ronghui
    Chen, Tzong-Jer
    JOURNAL OF ELECTRONIC IMAGING, 2024, 33 (03)
  • [3] THE EFFECT OF PREPROCESSING ON CONVOLUTIONAL NEURAL NETWORKS FOR MEDICAL IMAGE SEGMENTATION
    de Raad, K. B.
    van Garderen, K. A.
    Smits, M.
    van der Voort, S. R.
    Incekara, F.
    Oei, E. H. G.
    Hirvasniemi, J.
    Klein, S.
    Starmans, M. P. A.
    2021 IEEE 18TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2021, : 655 - 658
  • [4] Research on medical image segmentation technology
    Wang Jinguo
    Wang Na
    Wang Rui
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON MECHATRONICS AND INDUSTRIAL INFORMATICS, 2015, 31 : 687 - 690
  • [5] Research on Medical Image Segmentation Method
    Song, Fangfang
    Tian, Yimin
    Gao, Xue
    Yang, Shuai
    Zheng, Meijun
    2021 3RD INTERNATIONAL CONFERENCE ON MACHINE LEARNING, BIG DATA AND BUSINESS INTELLIGENCE (MLBDBI 2021), 2021, : 577 - 580
  • [6] An Image Preprocessing Method for Fingernail Segmentation in Microscopy Image
    Lee, Shih-Hsiung
    Yang, Chu-Sing
    Hou, Ting-Wei
    Yeh, Chien-Hui
    2017 IEEE 2ND INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP), 2017, : 489 - 493
  • [7] A software framework for preprocessing and level set segmentation of medical image data
    Fritscher, KD
    Schubert, R
    MEDICAL IMAGING 2005: IMAGE PROCESSING, PT 1-3, 2005, 5747 : 1742 - 1752
  • [8] Colourquantisation as a preprocessing step for image segmentation
    Palus, H.
    Frackiewicz, M.
    COMPUTATIONAL VISION AND MEDICAL IMAGE PROCESSING: VIPIMAGE 2011, 2012, : 131 - 135
  • [9] Research on Hybrid Image Preprocessing Method for Medical Electronic Component
    Shuai, Yong
    Xie, Zheng
    Feng, Yunhan
    Gan, Yaxi
    Yuan, Can
    Pang, Qiaoyue
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 127 : 47 - 48
  • [10] Performance evaluation of preprocessing in color image segmentation
    Palus, H
    JOURNAL OF IMAGING SCIENCE AND TECHNOLOGY, 2005, 49 (06) : 583 - 587