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Recognition of red cell and megakaryocyte based L-shaped envelope function
Authors:Ye-hua Yu  Xi-tao Zheng  Yong-wei Zhang  Kun Yang  Jing Zhang  Jun Shi
Institution:1. Department of Hematology, Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiaotong University, Shanghai, 200233, China
2. College of Information Technology, Shanghai Ocean University, Shanghai, 201306, China
Abstract:In order to explore the cell composition and its metabolism, it is important to let computer recognize the cells and get the counts of different cells for a sample. This paper proposes an L-shaped envelop function and the related fuzzy clustering method as a way to identify the megakaryocyte and the red cell from the sliced marrow image. This method is useful when the staining is insufficient and the color cannot be used as the identifying factor. This method uses the experimental histogram data to fit the L-shaped function and then use it as the envelop for the match test. The fuzzy c-means (FCM) performance index is used to test the adjacent area and get the minimum and finally secure the identification. The new method is not limited to megakaryocyte or red cell and can be used for general purposes of cell recognition. Tests show that this envelop function can ensure the recognition rate with different staining batches and can reach satisfied counting under similar illumination condition.
Keywords:L-shaped envelop function  marrow cell  pattern recognition  cell counting
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