Classification of urinary sediments image based on Bayesian classifier

被引:5
|
作者
Dong, Liyan [1 ]
Yuan, Senmiao [1 ]
Liu, Guangyuan [1 ]
Zhou, Lingyan [1 ]
Li, Yongli [2 ]
机构
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Peoples R China
[2] Northeast Normal Univ, Sch Comp, Changchun 130024, Peoples R China
基金
中国国家自然科学基金;
关键词
Bayesian classifier; image classification; feature extraction; feature selection;
D O I
10.1109/ICMA.2007.4303603
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a new method of classification of image in medical domain was introduced. Since the traditional way of diagnosis is slow, time-consuming and heavy-workload, the result is largely influenced by the experience of doctor. The new way of classification can largely improve the efficiency and accuracy in diagnosis. The method is based on Naive Bayesian classification. After distinguishing the visible compositions, feature extraction and feature selection, we can get a naive Bayesian classifier which can be used in classifying of object entities. Experiments show that the new method is suitable for image classification.
引用
收藏
页码:556 / +
页数:2
相关论文
共 50 条
  • [1] Sports image classification through Bayesian classifier
    Jung, Y
    Hwang, E
    Kim, W
    CURRENT TOPICS IN ARTIFICIAL INTELLIGENCE, 2004, 3040 : 546 - 555
  • [2] Remote sensing image classification by Bayesian network classifier based on causality
    1600, International Frequency Sensor Association (168):
  • [3] Classification of Haematococcus pluvialis cells based on Bayesian Classifier
    Cui, Shigang
    Sun, Chen
    Zhang, Yongli
    He, Lin
    Li, Xinqi
    Zhang, Jingyu
    2022 34TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2022, : 4017 - 4021
  • [4] The Design of Bearing Fault Diagnosis Classifier Based on the Bayesian Classification
    Shi, Chunhe
    Han, Xiaowei
    Li, Zhen
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON MECHATRONICS ENGINEERING AND INFORMATION TECHNOLOGY (ICMEIT), 2016, 57 : 298 - 301
  • [5] A Kernel-Based Bayesian Classifier for Fault Detection and Classification
    Yu, ChunMei
    Pan, Quan
    Cheng, YongMei
    Zhang, HongCai
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 124 - 128
  • [6] A new image classification method using interval texture feature and improved Bayesian classifier
    Lethikim, Ngoc
    Nguyentrang, Thao
    Vovan, Tai
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (25) : 36473 - 36488
  • [7] A new image classification method using interval texture feature and improved Bayesian classifier
    Ngoc Lethikim
    Thao Nguyentrang
    Tai Vovan
    Multimedia Tools and Applications, 2022, 81 : 36473 - 36488
  • [8] Classification of Micro-blog Sentiment Based on Naive Bayesian Classifier
    Ou, Xiaoheng
    Cao, Yan
    Mu, Xiangwei
    LISS 2013, 2015, : 585 - 589
  • [9] Automated Textile Defect Classification by Bayesian Classifier Based on Statistical Features
    Habib, Md. Tarek
    Shuvo, Shaon Bhatta
    Uddin, Mohammad Shorif
    Ahmed, Farruk
    2016 INTERNATIONAL WORKSHOP ON COMPUTATIONAL INTELLIGENCE (IWCI), 2016, : 101 - 105
  • [10] Classification analysis for iris data sets based on simple Bayesian classifier
    Ali, JMH
    Hassanien, AE
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XII, PROCEEDINGS: INFORMATION SYSTEMS, TECHNOLOGIES AND APPLICATIONS: II, 2003, : 322 - 327