Methodology to develop machine learning algorithms to improve performance in gastrointestinal endoscopy

Application of artificial intelligence using a convolutional neural network for detecting gastric cancer in endoscopic images

(2018) Toshiaki Hirasawa et al.   Gastric Cancer

A neural network algorithm for detection of GI angiectasia during small-bowel capsule endoscopy

(2018) Romain Leenhardt et al.   GASTROINTESTINAL ENDOSCOPY

Deep learning–based endoscopic image recognition for detection of early gastric cancer: a Chinese perspective

(2018) Zhijie Wang et al.   GASTROINTESTINAL ENDOSCOPY

Real-Time Use of Artificial Intelligence in Identification of Diminutive Polyps During Colonoscopy

(2018) Yuichi Mori et al.   ANNALS OF INTERNAL MEDICINE

Automatic polyp frame screening using patch based combined feature and dictionary learning

(2018) Younghak Shin et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Development and validation of a deep-learning algorithm for the detection of polyps during colonoscopy

(2018) Pu Wang et al.   Nature Biomedical Engineering

Computer-aided detection of early Barrett’s neoplasia using volumetric laser endomicroscopy

(2017) Anne-Fré Swager et al.   GASTROINTESTINAL ENDOSCOPY

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Deep learning for polyp recognition in wireless capsule endoscopy images

(2017) Yixuan Yuan et al.   MEDICAL PHYSICS

Efficient disease detection in gastrointestinal videos – global features versus neural networks

(2017) Konstantin Pogorelov et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Integrating Online and Offline Three-Dimensional Deep Learning for Automated Polyp Detection in Colonoscopy Videos

(2017) Lequan Yu et al.   IEEE Journal of Biomedical and Health Informatics

Towards automatic pulmonary nodule management in lung cancer screening with deep learning

(2017) Francesco Ciompi et al.   Scientific Reports

Impact of an automated system for endocytoscopic diagnosis of small colorectal lesions: an international web-based study

(2016) Yuichi Mori et al.   ENDOSCOPY

Automated Polyp Detection in Colonoscopy Videos Using Shape and Context Information

(2016) Nima Tajbakhsh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Global cancer statistics, 2012

(2015) Lindsey A. Torre et al.   CA-A CANCER JOURNAL FOR CLINICIANS

WM-DOVA maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians

(2015) Jorge Bernal et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Voting for Image Scoring and Assessment (VISA) - theory and application of a 2 + 1 reader algorithm to improve accuracy of imaging endpoints in clinical trials

(2015) Klaus Gottlieb et al.   BMC MEDICAL IMAGING

Polyp Morphology: An Interobserver Evaluation for the Paris Classification Among International Experts

(2014) Sascha C van Doorn et al.   AMERICAN JOURNAL OF GASTROENTEROLOGY

Endoscopic Experience Improves Interobserver Agreement in the Grading of Esophagitis by Los Angeles Classification: Conventional Endoscopy and Optimal Band Image System

(2014) Si Hyung Lee et al.   Gut and Liver

Big Data Deep Learning: Challenges and Perspectives

(2014) Xue-Wen Chen et al.   IEEE Access

3D Reconstruction of virtual colon structures from colonoscopy images

(2013) DongHo Hong et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Colorectal cancer

(2013) Hermann Brenner et al.   LANCET

Can we improve the detection rate and interobserver agreement in capsule endoscopy?

(2012) Emanuele Rondonotti et al.   DIGESTIVE AND LIVER DISEASE

The American Society for Gastrointestinal Endoscopy PIVI (Preservation and Incorporation of Valuable Endoscopic Innovations) on real-time endoscopic assessment of the histology of diminutive colorectal polyps

(2011) Douglas K. Rex et al.   GASTROINTESTINAL ENDOSCOPY

Quality Indicators for Colonoscopy and the Risk of Interval Cancer

(2010)   NEW ENGLAND JOURNAL OF MEDICINE