Semi-supervised training of deep convolutional neural networks with heterogeneous data and few local annotations: An experiment on prostate histopathology image classification

Author:

Marini Niccolò,Otálora Sebastian,Müller Henning,Atzori Manfredo

Funder

Horizon 2020

Horizon 2020 Framework Programme

Publisher

Elsevier BV

Subject

Computer Graphics and Computer-Aided Design,Health Informatics,Computer Vision and Pattern Recognition,Radiology, Nuclear Medicine and imaging,Radiological and Ultrasound Technology

Reference62 articles.

1. Coupling Weak and Strong Supervision for Classification of Prostate Cancer Histopathology Images;Arvaniti,2018

2. Automated gleason grading of prostate cancer tissue microarrays via deep learning;Arvaniti;Sci. Rep.,2018

3. Deep learning of representations for unsupervised and transfer learning;Bengio,2012

4. Prostate needle biopsies: interobserver variation and clinical consequences of histopathological re-evaluation;Berg;APMIS,2011

5. Automated deep-learning system for gleason grading of prostate cancer using biopsies: a diagnostic study;Bulten;Lancet Oncol.,2020

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