COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES
The problem of red blood cells counting on images obtained by microscope often appears within computer-based analysis of blood products. Segmentation method of those images is presented in the paper, and it is based on Canny edge detector with following circle identifying with Hough transform. Segme...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Saint Petersburg National Research University of Information Technologies, Mechanics and Optics (ITMO University)
2012-01-01
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| Series: | Naučno-tehničeskij Vestnik Informacionnyh Tehnologij, Mehaniki i Optiki |
| Subjects: | |
| Online Access: | http://openbooks.ifmo.ru/read_ntv/795/795.pdf |
| _version_ | 1819059270566543360 |
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| author | A. Dyrnaev A. S. Potapov |
| author_facet | A. Dyrnaev A. S. Potapov |
| author_sort | A. Dyrnaev |
| collection | DOAJ |
| description | The problem of red blood cells counting on images obtained by microscope often appears within computer-based analysis of blood products. Segmentation method of those images is presented in the paper, and it is based on Canny edge detector with following circle identifying with Hough transform. Segmentation results refinement with binary mask of objects and background is used in the article. The proposed method is resistant to structure, texture and blood cells color changing, and also it allows detecting cells that overlap each other even on noisy images. |
| first_indexed | 2024-12-21T14:08:26Z |
| format | Article |
| id | doaj.art-55b7e95184264865babf7379694f27b0 |
| institution | Directory Open Access Journal |
| issn | 2226-1494 2500-0373 |
| language | English |
| last_indexed | 2024-12-21T14:08:26Z |
| publishDate | 2012-01-01 |
| publisher | Saint Petersburg National Research University of Information Technologies, Mechanics and Optics (ITMO University) |
| record_format | Article |
| series | Naučno-tehničeskij Vestnik Informacionnyh Tehnologij, Mehaniki i Optiki |
| spelling | doaj.art-55b7e95184264865babf7379694f27b02022-12-21T19:01:07ZengSaint Petersburg National Research University of Information Technologies, Mechanics and Optics (ITMO University)Naučno-tehničeskij Vestnik Informacionnyh Tehnologij, Mehaniki i Optiki2226-14942500-03732012-01-011212024COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGESA. DyrnaevA. S. PotapovThe problem of red blood cells counting on images obtained by microscope often appears within computer-based analysis of blood products. Segmentation method of those images is presented in the paper, and it is based on Canny edge detector with following circle identifying with Hough transform. Segmentation results refinement with binary mask of objects and background is used in the article. The proposed method is resistant to structure, texture and blood cells color changing, and also it allows detecting cells that overlap each other even on noisy images.http://openbooks.ifmo.ru/read_ntv/795/795.pdfblood cells countingdigital microscopyimage segmentation |
| spellingShingle | A. Dyrnaev A. S. Potapov COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES Naučno-tehničeskij Vestnik Informacionnyh Tehnologij, Mehaniki i Optiki blood cells counting digital microscopy image segmentation |
| title | COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES |
| title_full | COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES |
| title_fullStr | COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES |
| title_full_unstemmed | COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES |
| title_short | COMBINED METHOD OF RED BLOOD CELLS COUNTING ON BLOOD SMEAR IMAGES |
| title_sort | combined method of red blood cells counting on blood smear images |
| topic | blood cells counting digital microscopy image segmentation |
| url | http://openbooks.ifmo.ru/read_ntv/795/795.pdf |
| work_keys_str_mv | AT adyrnaev combinedmethodofredbloodcellscountingonbloodsmearimages AT aspotapov combinedmethodofredbloodcellscountingonbloodsmearimages |