Machine learning approaches for pathologic diagnosis

Bayesian convolutional neural network based MRI brain extraction on nonhuman primates

(2018) Gengyan Zhao et al.   NEUROIMAGE

Grader Variability and the Importance of Reference Standards for Evaluating Machine Learning Models for Diabetic Retinopathy

(2018) Jonathan Krause et al.   OPHTHALMOLOGY

Predicting cancer outcomes from histology and genomics using convolutional networks

(2018) Pooya Mobadersany et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Machine Learning Methods for Histopathological Image Analysis

(2018) Daisuke Komura et al.   Computational and Structural Biotechnology Journal

A systematic study of the class imbalance problem in convolutional neural networks

(2018) Mateusz Buda et al.   NEURAL NETWORKS

Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy

(2018) Rory Sayres et al.   OPHTHALMOLOGY

Learning from class-imbalanced data: Review of methods and applications

(2017) Guo Haixiang et al.   EXPERT SYSTEMS WITH APPLICATIONS

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

Gland segmentation in colon histology images: The glas challenge contest

(2017) Korsuk Sirinukunwattana et al.   MEDICAL IMAGE ANALYSIS

Classification of breast cancer histology images using Convolutional Neural Networks

(2017) Teresa Araújo et al.   PLoS One

Stain Specific Standardization of Whole-Slide Histopathological Images

(2016) Babak Ehteshami Bejnordi et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Structure-Preserving Color Normalization and Sparse Stain Separation for Histological Images

(2016) Abhishek Vahadane et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A Complete Color Normalization Approach to Histopathology Images Using Color Cues Computed From Saturation-Weighted Statistics

(2015) Xingyu Li et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Assessment of algorithms for mitosis detection in breast cancer histopathology images

(2015) Mitko Veta et al.   MEDICAL IMAGE ANALYSIS

Content-based histopathology image retrieval using CometCloud

(2014) Xin Qi et al.   BMC BIOINFORMATICS

A Nonlinear Mapping Approach to Stain Normalization in Digital Histopathology Images Using Image-Specific Color Deconvolution

(2014) Adnan Mujahid Khan et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

An Active Learning Approach for Rapid Characterization of Endothelial Cells in Human Tumors

(2014) Raghav K. Padmanabhan et al.   PLoS One

An active learning based classification strategy for the minority class problem: application to histopathology annotation

(2011) Scott Doyle et al.   BMC BIOINFORMATICS

Content-based histopathology image retrieval using a kernel-based semantic annotation framework

(2011) Juan C. Caicedo et al.   JOURNAL OF BIOMEDICAL INFORMATICS