Deep contrastive learning based tissue clustering for annotation-free histopathology image analysis

Deep Multi-Magnification Networks for multi-class breast cancer image segmentation

(2021) David Joon Ho et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

A multi-resolution model for histopathology image classification and localization with multiple instance learning

(2021) Jiayun Li et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Dual-path network with synergistic grouping loss and evidence driven risk stratification for whole slide cervical image analysis

(2021) Huangjing Lin et al.   MEDICAL IMAGE ANALYSIS

F3RNet: full-resolution residual registration network for deformable image registration

(2021) Zhe Xu et al.   International Journal of Computer Assisted Radiology and Surgery

Overcoming the limitations of patch-based learning to detect cancer in whole slide images

(2021) Ozan Ciga et al.   Scientific Reports

Self-Path: Self-Supervision for Classification of Pathology Images With Limited Annotations

(2021) Navid Alemi Koohbanani et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

An end-to-end breast tumour classification model using context-based patch modelling – A BiLSTM approach for image classification

(2020) Suvidha Tripathi et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Emerging From the Basement: The Visible Pathologist

(2019) Ian M. Harrold et al.   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

An EM-based semi-supervised deep learning approach for semantic segmentation of histopathological images from radical prostatectomies

(2018) Jiayun Li et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Unsupervised Feature Extraction via Deep Learning for Histopathological Classification of Colon Tissue Images

(2018) Can Taylan Sari et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

(2017) Babak Ehteshami Bejnordi et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Out-of-Sample Extrapolation utilizing Semi-Supervised Manifold Learning (OSE-SSL): Content Based Image Retrieval for Histopathology Images

(2016) Rachel Sparks et al.   Scientific Reports

Deep learning

(2015) Yann LeCun et al.   NATURE