A novel CMC based method for MRI brain image segmentation
سال انتشار: 1394
نوع سند: مقاله کنفرانسی
زبان: انگلیسی
مشاهده: 620
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شناسه ملی سند علمی:
KBEI02_056
تاریخ نمایه سازی: 5 بهمن 1395
چکیده مقاله:
Segmentation of MRI brain images as a primary step has been significantly used for different medical image analysis applications. In this paper, a new method is proposed based on Combination of Multiple Classifiers (CMC) that is appropriately devised for MRI brain image segmentation. This important category of methods is used for the first time in this area, as our previous work. In this paper, we changed the way that classifiers are cooperating with each other in the ensemble. For achieving this aim, a clustering method is used to divide datasets into different clusters, then a set of classifiers properly cooperates with each other for classifying each test sample. The proposed method is applied on the well-known dataset of IBSR and it can achieved promising results, as compared to the individual classifiers within the ensemble.
کلیدواژه ها:
نویسندگان
Ali Ahmadvand
School of Computer Engineering Iran University of Science and Technology Tehran, Iran
Mohammd Taghi Hajiali
Department of Industrial Engineering Iran University of Science and Technology Tehran, Iran
Rahim Ahmadvand
School of Allied Medical Science Iran University of Medical Sciences Tehran, Iran
Mohammad Reza Mosavi
Department of Electrical Engineering Iran University of Science and Technology Tehran, Iran