An automated deep learning framework for brain tumor classification using MRI imagery

An automated deep learning framework for brain tumor classification using MRI imagery

Abstract The precise and timely diagnosis of brain tumors is essential for accelerating patient recovery and preserving lives. Brain tumors exhibit a variety of sizes, shapes, and visual characteristics, requiring individualized treatment strategies for each patient. Radiologists require considerabl...

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Bibliographic Details
Main Authors: Muhammad Aamir, Ziaur Rahman, Uzair Aslam Bhatti, Waheed Ahmed Abro, Jameel Ahmed Bhutto, Zhonglin He
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Healthcare
Convolutional neural network (CNN)
Brain tumor classification (BTC)
Image enhancement
Morphological process
MRI Segmentation
Online Access:https://doi.org/10.1038/s41598-025-02209-2
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