Deep transfer learning based model for colorectal cancer histopathology segmentation: A comparative study of deep pre-trained models

Sara Hosseinzadeh Kassani,Peyman Hosseinzadeh Kassani,Michal J Wesolowski,Kevin A Schneider,Ralph Deters

International Journal of Medical Informatics（2022）

引用 18|浏览21

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摘要

•A comparative analysis of state-of-the-art deep CNN architectures is presented.•The state-of-the-art performance is achieved by Densenet121 and LinkNet model.•Overall, FPN and U-Net models tend to produce more stable results.

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关键词

Colorectal cancer,Deep learning,Transfer learning,Convolutional neural networks

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