An Automatic Detection for Avian Blood Cell based on Adaptive Thresholding Algorithm

被引:0
|
作者
Meechart, Kantaphon [1 ]
Auethavekiat, Supatana [1 ]
Sa-ing, Vera [2 ]
机构
[1] Chulalongkorn Univ, Dept Elect Engn, Bangkok, Thailand
[2] Srinakharinwirot Univ, Dept Comp Sci, Bangkok, Thailand
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The chicken industry ranks tenth in the world in term of output in the world meat market. Red blood cell (RBC) count is one of the basic health screening protocol required in an exported meat industry. However, the human's automated blood analyzer cannot be applied to avian RBC, because the shape of avian blood (ellipse) is different from the mammal one (circle). In this paper, we propose 2-stage thresholding technique for automatic avian RBC counting. First, the blood smear slide is binarized into RBC and non-RBC area by applying Otsu thresholding. Then, image morphology and Otsu thresholding are reapplied to detect the blood nucleus. After that, the connected component analysis is applied to count the number of RBC. The experiment demonstrated that the proposed technique was simple and provided the count with error rate (2.23%) much less than the clinically acceptable value (5%).
引用
下载
收藏
页数:4
相关论文
共 50 条
  • [41] Automatic target segmentation by locally adaptive image thresholding
    Yuan-Ze Inst of Technology, Taoyuan, Taiwan
    IEEE Trans Image Process, 7 (1036-1041):
  • [42] AUTOMATIC TARGET SEGMENTATION BY LOCALLY ADAPTIVE IMAGE THRESHOLDING
    LIE, WN
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (07) : 1036 - 1041
  • [43] Evolutionary algorithm for automatic detection of blood vessel shapes
    Kutics, A
    MEDICAL IMAGING 1996: IMAGE PROCESSING, 1996, 2710 : 743 - 751
  • [44] An adaptive fuzzy thresholding algorithm for exon prediction
    Agrawal, Ankit
    Mittal, Ankush
    Jain, Rahul
    Takkar, Raghav
    2008 IEEE INTERNATIONAL CONFERENCE ON ELECTRO/INFORMATION TECHNOLOGY, 2008, : 211 - +
  • [45] Comparative Study on Different Local Adaptive Thresholding Techniques for Detection of Sickle Cell Anaemia from Microscopic Blood Images
    Patgiri, Chayashree
    Ganguly, Amrita
    2019 IEEE 16TH INDIA COUNCIL INTERNATIONAL CONFERENCE (IEEE INDICON 2019), 2019,
  • [46] Automatic classification of retinal blood vessels based on multilevel thresholding and graph propagation
    Remeseiro, Beatriz
    Mendonca, Ana Maria
    Campilho, Aurelio
    VISUAL COMPUTER, 2021, 37 (06): : 1247 - 1261
  • [47] Automatic thresholding for change detection in digital video
    Habili, N
    Moini, A
    Burgess, N
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2000, PTS 1-3, 2000, 4067 : 133 - 142
  • [48] Automatic Thresholding Method for Edge Detection Algorithms
    Anghelescu, Petre
    Iliescu, Vlad Gabriel
    Mara, Constantin
    Gavriloaia, Mihai-Bogdan
    2016 8TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI), 2016,
  • [49] New methods for contour detection and automatic thresholding
    Belkasim, SO
    Shridhar, M
    Ahmadi, M
    CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING-REVUE CANADIENNE DE GENIE ELECTRIQUE ET INFORMATIQUE, 1995, 20 (04): : 165 - 171
  • [50] Automatic classification of retinal blood vessels based on multilevel thresholding and graph propagation
    Beatriz Remeseiro
    Ana Maria Mendonça
    Aurélio Campilho
    The Visual Computer, 2021, 37 : 1247 - 1261