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筛选: 创造者 Almutairi, Fahad 采集 Jio Institute Research Publication Archive

1. Tumor Localization and Classification from MRI of Brain using Deep Convolution Neural Network and Salp Swarm Algorithm

描述:

Early diagnosis of brain tumors is crucial for treatment planning and increasing the survival rates of infected patients. In fact, brain tumors exist in a range of different forms, sizes, and features, as well as treatment choices. One of the essential roles of neurologists and radiologists is the diagnosis of brain tumors in their early stages. However, manual brain tumor diagnosis is difficult, time-consuming, and prone to error. Based on the problem highlighted, an automated brain tumor detection system is mandatory to identify the tumor in its initial stages. This research presents an efficient deep learningbased system for the classification of brain tumors from brain MRI using the deep convolutional network and salp swarm algorithm. All experiments are performed using the publicly available brain tumor Kaggle dataset. To enhance the classification rate, preprocessing and data augmentation such as skewed data ideas are devised. In addition, AlexNet and VGG19 are leveraged to perform specific functionality. Finally, all features merged into a single feature vector for brain tumor classification. Some of the extracted features found insignificant towards effective classification. Hence, we employed an efficient feature selection technique named slap swarm to find the most discriminative features to attain best tumor classification rate. Finally, several SVM kernels are merged for the final classification and 99.1% accuracy is achieved by selecting 4111 optimal features from 8192.

关键词:

Brain tumor, Public health, Health risks, Deep learning, Transfer learning, and MRI

学科:

Artificial Intelligence and Data Science

创造者:

Almutairi, Fahad , Roy, Sudipta , Alkhurim, Alhassan , Saba, Tanzila , Fayyaz, Abdul Muiz , Rehman, Amjad , and Alyami, Jaber

Owner:

n.sakthivel@jioinstitute.edu.in

出版者:

Springer Nature

位置:

Switzerland

语言:

English

日期上传:

11-02-2023

修改日期:

16-02-2023

创建日期:

01-01-2023

Rights Statement Tesim:

In Copyright

License Tesim:

All rights reserved

Resource Type:

Article

识别码:

10.1007/s12559-022-10096-2

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