Automated lumbar intervertebral disc identification and herniation detection in MR images using cascade CNN architecture

Automated lumbar intervertebral disc identification and herniation detection in MR images using cascade CNN architecture

Objective: Identifying herniated discs in MRI scans is inherently challenging due to the small size, irregular shape, and complex appearance of the affected regions. Conventional approaches typically rely on semi-automated region-of-interest (ROI) selection and single-model classification using eith...

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Bibliographic Details
Main Authors: Md Abu Sayed, Ashiqur Rahman, Sadman Mohammad Nasif, Sudipto Halder, Akram Hossain, Hasan Ahmed, Muhammad Abdul Kadir
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Informatics in Medicine Unlocked
Subjects:
Disc herniation
Lumbar intervertebral disc
IVD
YOLOv11
ROI detection
Attention module
Online Access:http://www.sciencedirect.com/science/article/pii/S235291482500036X
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