Volume 30, Issue 4

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August 2017

Machine Learning in Imaging Informatics in Medicine

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15 articles in this issue

Machine Learning: Discovering the Future of Medical Imaging
Bradley J. Erickson
Editorial 26 June 2017 Pages: 391 - 391
Medical Image Data and Datasets in the Era of Machine Learning—Whitepaper from the 2016 C-MIMI Meeting Dataset Session
Marc D. Kohli
Ronald M. Summers
J. Raymond Geis
OriginalPaper Open access 17 May 2017 Pages: 392 - 399
Toolkits and Libraries for Deep Learning
Bradley J. Erickson
Panagiotis Korfiatis
Kenneth Philbrick
ReviewPaper Open access 17 March 2017 Pages: 400 - 405
Detection and Labeling of Vertebrae in MR Images Using Deep Learning with Clinical Annotations as Training Data
Daniel Forsberg
Erik Sjöblom
Jeffrey L. Sunshine
OriginalPaper 12 January 2017 Pages: 406 - 412
Computerized Classification of Pneumoconiosis on Digital Chest Radiography Artificial Neural Network with Three Stages
Eiichiro Okumura
Ikuo Kawashita
Takayuki Ishida
OriginalPaper 20 January 2017 Pages: 413 - 426
Fully Automated Deep Learning System for Bone Age Assessment
Hyunkwang Lee
Shahein Tajmir
Synho Do
OriginalPaper Open access 08 March 2017 Pages: 427 - 441
Performance of an Artificial Multi-observer Deep Neural Network for Fully Automated Segmentation of Polycystic Kidneys
Timothy L. Kline
Panagiotis Korfiatis
Bradley J. Erickson
OriginalPaper Open access 26 May 2017 Pages: 442 - 448
Deep Learning for Brain MRI Segmentation: State of the Art and Future Directions
Zeynettin Akkus
Alfiia Galimzianova
Bradley J. Erickson
ReviewPaper Open access 02 June 2017 Pages: 449 - 459
Deep Convolutional Neural Networks for Endotracheal Tube Position and X-ray Image Classification: Challenges and Opportunities
Paras Lakhani
OriginalPaper Open access 09 June 2017 Pages: 460 - 468
Predicting Deletion of Chromosomal Arms 1p/19q in Low-Grade Gliomas from MR Images Using Machine Intelligence
Zeynettin Akkus
Issa Ali
Bradley J. Erickson
OriginalPaper Open access 09 June 2017 Pages: 469 - 476
Thyroid Nodule Classification in Ultrasound Images by Fine-Tuning Deep Convolutional Neural Network
Jianning Chi
Ekta Walia
Mark Eramian
OriginalPaper Open access 10 July 2017 Pages: 477 - 486
Pixel-Level Deep Segmentation: Artificial Intelligence Quantifies Muscle on Computed Tomography for Body Morphometric Analysis
Hyunkwang Lee
Fabian M. Troschel
Synho Do
OriginalPaper Open access 26 June 2017 Pages: 487 - 498
Malignancy Detection on Mammography Using Dual Deep Convolutional Neural Networks and Genetically Discovered False Color Input Enhancement
Philip Teare
Michael Fishman
Eldad Elnekave
OriginalPaper 27 June 2017 Pages: 499 - 505
Computerized Prediction of Radiological Observations Based on Quantitative Feature Analysis: Initial Experience in Liver Lesions
Imon Banerjee
Christopher F. Beaulieu
Daniel L. Rubin
OriginalPaper Open access 21 June 2017 Pages: 506 - 518
A Semi-automated Approach to Improve the Efficiency of Medical Imaging Segmentation for Haptic Rendering
Pat Banerjee
Mengqi Hu
Srinivasan Krishnaswamy
BriefCommunication 14 June 2017 Pages: 519 - 527

Volume 30, Issue 4

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