An Automatic and Robust Decision Support System for Accurate Acute Leukemia Diagnosis from Blood Microscopic Images.

作者: Zeinab Moshavash , Habibollah Danyali , Mohammad Sadegh Helfroush

DOI: 10.1007/S10278-018-0074-Y

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摘要: This paper proposes an automatic and robust decision support system for accurate acute leukemia diagnosis from blood microscopic images. It is a challenging issue to segment leukocytes under uneven imaging conditions since features of microscopic leukocyte images change in different laboratories. Therefore, this paper introduces an automatic robust method to segment leukocyte from blood microscopic images. The proposed robust segmentation technique was designed based on the fact that if background and erythrocytes …

参考文章(37)
Valentín Osuna, Erik Cuevas, Humberto Sossa, None, Segmentation of Blood Cell Images Using Evolutionary Methods Advances in Intelligent Systems and Computing. pp. 299- 311 ,(2013) , 10.1007/978-3-642-31519-0_19
Christian Münzenmayer, Timo Schlarb, Dirk Steckhan, Erik Haßlmeyer, Tobias Bergen, Stefan Aschenbrenner, Thomas Wittenberg, Christian Weigand, Thorsten Zerfaß, HemaCAM – A Computer Assisted Microscopy System for Hematology Microelectronic Systems. pp. 233- 242 ,(2011) , 10.1007/978-3-642-23071-4_22
Peng Shi, Fanbiao Li, A survey on Markovian jump systems: Modeling and design International Journal of Control Automation and Systems. ,vol. 13, pp. 1- 16 ,(2015) , 10.1007/S12555-014-0576-4
Ashkan Tashk, Mohammad Sadegh Helfroush, Habibollah Danyali, Mojgan Akbarzadeh-jahromi, Automatic detection of breast cancer mitotic cells based on the combination of textural, statistical and innovative mathematical features Applied Mathematical Modelling. ,vol. 39, pp. 6165- 6182 ,(2015) , 10.1016/J.APM.2015.01.051
Seyed Hamid Rezatofighi, Hamid Soltanian-Zadeh, Automatic recognition of five types of white blood cells in peripheral blood Computerized Medical Imaging and Graphics. ,vol. 35, pp. 333- 343 ,(2011) , 10.1016/J.COMPMEDIMAG.2011.01.003
Arindam Jati, Garima Singh, Rashmi Mukherjee, Madhumala Ghosh, Amit Konar, Chandan Chakraborty, Atulya K. Nagar, Automatic leukocyte nucleus segmentation by intuitionistic fuzzy divergence based thresholding Micron. ,vol. 58, pp. 55- 65 ,(2014) , 10.1016/J.MICRON.2013.12.001
Ruggero Donida Labati, Vincenzo Piuri, Fabio Scotti, All-IDB: The acute lymphoblastic leukemia image database for image processing 2011 18th IEEE International Conference on Image Processing. pp. 2045- 2048 ,(2011) , 10.1109/ICIP.2011.6115881
Madhumala Ghosh, Devkumar Das, Chandan Chakraborty, Ajoy K. Ray, Automated leukocyte recognition using fuzzy divergence. Micron. ,vol. 41, pp. 840- 846 ,(2010) , 10.1016/J.MICRON.2010.04.017