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Western Michigan University

Theses/Dissertations

2018

Neural network

Medicine and Health Sciences

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Hybrid Model - Statistical Features And Deep Neural Network For Brain Tumor Classification In Mri Images, Mustafa Rashid Ismael Jun 2018

Hybrid Model - Statistical Features And Deep Neural Network For Brain Tumor Classification In Mri Images, Mustafa Rashid Ismael

Dissertations

A brain tumor is the most common disease that affects the central nervous system (CNS), the brain, and spinal cord. It can be diagnosed using the safest and most reliable imaging modality, the Magnetic Resonance Imaging (MRI), by radiologists who may use the assistance of computer-aided diagnosis (CAD) tools. Automated diagnosis is sought because it is essential to overcome the drawbacks of the manual diagnosis, such as time and the stress of viewing MRI images for long hours, and the human error potential. Image analysis and machine learning algorithms are tools that can be used to build an intelligent CAD …