Pioneering precision in lumbar spine MRI segmentation with advanced deep learning and data enhancement

Pioneering precision in lumbar spine MRI segmentation with advanced deep learning and data enhancement

This study presents an advanced approach to lumbar spine segmentation using deep learning techniques, focusing on addressing key challenges such as class imbalance and data preprocessing. Magnetic resonance imaging (MRI) scans of patients with low back pain are meticulously preprocessed to accuratel...

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Bibliographic Details
Main Authors: Istiak Ahmed, Md. Tanzim Hossain, Md. Zahirul Islam Nahid, Kazi Shahriar Sanjid, Md. Shakib Shahariar Junayed, M. Monir Uddin, Mohammad Monirujjaman Khan
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Machine Learning with Applications
Subjects:
Lumbar spine
Deep learning
Segmentation
Class imbalance
Medical image analysis
Online Access:http://www.sciencedirect.com/science/article/pii/S2666827025000180
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