Out-of-distribution generalization for segmentation of lymph node metastasis in breast cancer

Out-of-distribution generalization for segmentation of lymph node metastasis in breast cancer

Abstract Pathology provides the definitive diagnosis, and Artificial Intelligence (AI) tools are poised to improve accuracy, inter-rater agreement, and turn-around time (TAT) of pathologists, leading to improved quality of care. A high value clinical application is the grading of Lymph Node Metastas...

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Bibliographic Details
Main Authors: Yiannis Varnava, Kiran Jakate, Richard Garnett, Dimitrios Androutsos, Pascal N. Tyrrell, April Khademi
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Histopathology
Lymph node
Breast cancer
Deep learning
Segmentation
Generalization
Online Access:https://doi.org/10.1038/s41598-024-80495-y
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