Few-Shot Breast Cancer Metastases Classification via Unsupervised Cell Ranking

Jiaojiao Chen,Jianbo Jiao,Shengfeng He,Guoqiang Han,Jing Qin

IEEE/ACM Transactions on Computational Biology and Bioinformatics（2021）

引用 8|浏览47

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摘要

Tumor metastases detection is of great importance for the treatment of breast cancer patients. Various CNN (convolutional neural network) based methods get excellent performance in object detection/segmentation. However, the detection of metastases in hematoxylin and eosin (H&E) stained whole-slide images (WSI) is still challenging mainly due to two aspects. (1) The resolution of the image is ...

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关键词

Breast cancer,Pathology,Tumors,Machine learning,Training data,Task analysis

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