A vision-based instrument for measuring milk somatic cell count

被引:6
|
作者
Gao, Fei [1 ]
Wang, Jinchao [1 ]
Ge, Yisu [1 ]
Lu, Shufang [1 ]
机构
[1] Zhejiang Univ Technol, Coll Comp Sci & Technol, Hangzhou 310023, Peoples R China
基金
中国国家自然科学基金;
关键词
somatic cell count; computer vision; least square circle; Hough transform; circularity; INFRARED THERMOGRAPHY; SUBCLINICAL MASTITIS; COULTER-COUNTER; MICROSCOPY;
D O I
10.1088/1361-6501/ab9f44
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The method of rapidly measuring the somatic cell count of raw milk is important for detecting the quality of milk and monitoring the health of dairy cows. This paper investigates a vision-based measurement algorithm and develops an instrument for measuring the somatic cell count. In detail, first, microscopic images of glass slides are automatically captured. Second, the Hough transform is used to calibrate the microscopic image so as to compute the sample volume. Third, a discrete optimization model is set up to determine the image segmentation threshold. Fourth, the features of milk somatic cell are expressed in area, ratio of length to width and circularity. The least-square circle method is employed to detect the circularity of the milk somatic cell. Then, an automatic milk somatic cell count is achieved via a recursion algorithm. Finally, a milk somatic cell counting instrument is developed based on the proposed algorithm, which is verified to be applicable via comparison with the FossMatic 5000, made in Denmark.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] A Milk Somatic Cell Count Apparatus Based on Computer Vision
    Yuan, Xiaoyang
    Yan, Jianjun
    Gao, Fei
    INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING BIOMEDICAL ENGINEERING, AND INFORMATICS (SPBEI 2013), 2014, : 1203 - 1208
  • [2] Comparison of Measuring Methods for Somatic Cell Count in Goat Milk
    Lee, Seung-Gyu
    Kim, Min-Kyung
    Lee, Yeon-Jeong
    Jeong, Seok-Geun
    Oh, Mi-Hwa
    Kim, Dong-Hun
    Park, Kwang-Wook
    Lee, Wan-Kyu
    Ham, Jun-Sang
    KOREAN JOURNAL FOR FOOD SCIENCE OF ANIMAL RESOURCES, 2010, 30 (01) : 120 - 123
  • [3] Somatic cell count in sheep milk
    Albenzio, M.
    Figliola, L.
    Caroprese, M.
    Marino, R.
    Sevi, A.
    Santillo, A.
    SMALL RUMINANT RESEARCH, 2019, 176 : 24 - 30
  • [4] Somatic cell count in milk samples
    de Paula, MC
    Ribas, NP
    Monardes, HG
    Arce, JE
    de Andrade, UVC
    REVISTA BRASILEIRA DE ZOOTECNIA-BRAZILIAN JOURNAL OF ANIMAL SCIENCE, 2004, 33 (05): : 1303 - 1308
  • [5] Somatic cell count in ewe milk
    Fthenakis, GC
    SOMATIC CELLS AND MILK OF SMALL RUMINANTS, 1996, (77): : 193 - 196
  • [6] Reliability of the bulk milk somatic cell count as an indication of average herd somatic cell count
    Lievaart, Jan
    Barkema, Herman W.
    Hogeveen, Henk
    Kremer, Wim
    JOURNAL OF DAIRY RESEARCH, 2009, 76 (04) : 490 - 496
  • [7] DIRECT MICROSCOPIC SOMATIC CELL COUNT IN MILK
    不详
    JOURNAL OF MILK AND FOOD TECHNOLOGY, 1968, 31 (11): : 350 - &
  • [8] Influence of somatic cell count on milk components
    Maziero Montanhini, Maike Tais
    Murara Moraes, Deborah Helena
    Neto, Roberto Montanhini
    JOURNAL OF CANDIDO TOSTES DAIRY INSTITUTE, 2013, 68 (392): : 18 - 22
  • [9] SOMATIC CELL COUNT AND BACTERIAL GROWTH IN MILK
    HOPKIRK, CSM
    BRITISH VETERINARY JOURNAL, 1970, 126 (11): : R45 - &
  • [10] A world for milk somatic cell count: Is it justified?
    Smith, KL
    Hogan, JS
    BULLETIN OF THE INTERNATIONAL DAIRY FEDERATION NO 345/1999: QUALITY AND SAFETY OF RAW MILK AND ITS IMPACT ON MILK AND MILK PRODUCTS, 1999, : 7 - 10