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Neural Network Ensemble and Jaya Algorithm Based Diagnosis of Brain Tumor Using MRI Images
Abstract Brain plays an important role in performing the routine tasks. But, the normal functioning of the brain is hindered because of the blockage and tumors etc. There exist various classifiers for the classification of MRI images into the normal and abnormal brain. This paper uses the Neural Network Ensemble to increase the accuracy of the system. Jaya algorithm that is used for the segmentation, as well as extraction of the abnormal portion of the brain, takes less execution time as compared to Particle Swarm Optimization and Genetic Algorithm that have been used earlier. This paper also discusses the classification of the possibility of having a benign or malignant tumor.
Neural Network Ensemble and Jaya Algorithm Based Diagnosis of Brain Tumor Using MRI Images
Abstract Brain plays an important role in performing the routine tasks. But, the normal functioning of the brain is hindered because of the blockage and tumors etc. There exist various classifiers for the classification of MRI images into the normal and abnormal brain. This paper uses the Neural Network Ensemble to increase the accuracy of the system. Jaya algorithm that is used for the segmentation, as well as extraction of the abnormal portion of the brain, takes less execution time as compared to Particle Swarm Optimization and Genetic Algorithm that have been used earlier. This paper also discusses the classification of the possibility of having a benign or malignant tumor.
Neural Network Ensemble and Jaya Algorithm Based Diagnosis of Brain Tumor Using MRI Images
Kaur, Kanwarpreet (Autor:in) / Kaur Walia, Gurjot (Autor:in) / Kaur, Jaspreet (Autor:in)
Journal of The Institution of Engineers (India): Series B ; 99 ; 509-517
12.07.2018
9 pages
Aufsatz (Zeitschrift)
Elektronische Ressource
Englisch
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