Research on a Multiscale U-Net Lung Nodule Segmentation Model Based on Edge Perception and 3D Attention Mechanism Improvement

Research on a Multiscale U-Net Lung Nodule Segmentation Model Based on Edge Perception and 3D Attention Mechanism Improvement

Lung nodule semantic segmentation using deep learning has achieved good results. However, problems such as information loss on lesion edges, boundary segmentation blurring, lung nodule misdection, and low segmentation accuracy remain in lung CT (Computed Tomography) detection using deep learning due...

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Bibliographic Details
Main Authors: Ming Hui, Li Yuqin, Hu Tianjiao, Lan Yihua
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Lung nodule segmentation
deep learning
attention mechanism
3D multiscale feature extraction
edge enhancement
biomedical image processing
Online Access:https://ieeexplore.ieee.org/document/10747358/
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