Improving feature extraction from histopathological images through a fine-tuning ImageNet model

Background: Due to lack of annotated pathological images, transfer learning has been the predominant approach in the field of digital pathology. Pre-trained neural networks based on ImageNet database are often used to extract “off-the-shelf” features, achieving great success in predicting tissue typ...

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Bibliographic Details
Main Authors: Xingyu Li, Min Cen, Jinfeng Xu, Hong Zhang, Xu Steven Xu
Format: Article
Language:English
Published: Elsevier 2022-01-01
Series:Journal of Pathology Informatics
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S215335392200709X