CAEB7-UNet: An Attention-Based Deep Learning Framework for Automated Segmentation of C-Spine Vertebrae in CT Images

CAEB7-UNet: An Attention-Based Deep Learning Framework for Automated Segmentation of C-Spine Vertebrae in CT Images

Accurate segmentation of vertebrae in computed tomography (CT) images possess serious challenges due to the irregular vertebral boundaries, low contrast and brightness, and noise in CT scans. This study presents a novel channel attention-based EfficientNetB7-UNet (CAEB7-UNet) method to address this...

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Bibliographic Details
Main Authors: Abhishek Kumar Pandey, Kedarnath Senapati, G. P. Pateel
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
C-spine
vertebral segmentation
image classification
deep learning
U-Net
channel attention mechanism
Online Access:https://ieeexplore.ieee.org/document/10906566/
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