Feature Extraction Using a Residual Deep Convolutional Neural Network (ResNet-152) and Optimized Feature Dimension Reduction for MRI Brain Tumor Classification

Feature Extraction Using a Residual Deep Convolutional Neural Network (ResNet-152) and Optimized Feature Dimension Reduction for MRI Brain Tumor Classification

One of the top causes of mortality in people globally is a brain tumor. Today, biopsy is regarded as the cornerstone of cancer diagnosis. However, it faces difficulties, including low sensitivity, hazards during biopsy treatment, and a protracted waiting period for findings. In this context, develop...

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Bibliographic Details
Main Authors: Suganya Athisayamani, Robert Singh Antonyswamy, Velliangiri Sarveshwaran, Meshari Almeshari, Yasser Alzamil, Vinayakumar Ravi
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Diagnostics
Subjects:
spatial gray level dependence matrix
Canny algorithm
modified chimp optimization algorithm
softmax classifier
deep convolutional neural network
Online Access:https://www.mdpi.com/2075-4418/13/4/668

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