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Advised method comprises three main stages preprocessing, mind cyst segmentation using k-means clustering, and finally, classify tumors into their respective categories (benign/malignant) using MRI information through a finetuned VGG19 (in other words., 19 layered Visual Geometric Group) model. Furthermore, for better classification accuracy, the synthetic information enlargement concept i s introduced to improve offered data size for classifier instruction. The proposed a
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