Fovea-UNet: detection and segmentation of lymph node metastases in colorectal cancer with deep learning

Fovea-UNet: detection and segmentation of lymph node metastases in colorectal cancer with deep learning

Abstract Background Colorectal cancer is one of the most serious malignant tumors, and lymph node metastasis (LNM) from colorectal cancer is a major factor for patient management and prognosis. Accurate image detection of LNM is an important task to help clinicians diagnose cancer. Recently, the U-N...

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Bibliographic Details
Main Authors: Yajiao Liu, Jiang Wang, Chenpeng Wu, Liyun Liu, Zhiyong Zhang, Haitao Yu
Format: Article
Language:English
Published: BMC 2023-07-01
Series:BioMedical Engineering OnLine
Subjects:
Medical image segmentation
Colorectal cancer
Fovea in human retina
Adaptive resolution
Feature importance-aware
Attention mechanism
Online Access:https://doi.org/10.1186/s12938-023-01137-4

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