Deep convolutional neural network and 3D deformable approach for tissue segmentation in musculoskeletal magnetic resonance imaging

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

(2017) Konstantinos Kamnitsas et al.   MEDICAL IMAGE ANALYSIS

Guest Editorial Deep Learning in Medical Imaging: Overview and Future Promise of an Exciting New Technique

(2016) Hayit Greenspan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images

(2016) Sergio Pereira et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep 3D Convolutional Encoder Networks With Shortcuts for Multiscale Feature Integration Applied to Multiple Sclerosis Lesion Segmentation

(2016) Tom Brosch et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automatic Segmentation of MR Brain Images With a Convolutional Neural Network

(2016) Pim Moeskops et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Region-Based Convolutional Networks for Accurate Object Detection and Segmentation

(2016) Ross Girshick et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Segmentation of joint and musculoskeletal tissue in the study of arthritis

(2016) Valentina Pedoia et al.   MAGNETIC RESONANCE MATERIALS IN PHYSICS BIOLOGY AND MEDICINE

A combined deep-learning and deformable-model approach to fully automatic segmentation of the left ventricle in cardiac MRI

(2016) M.R. Avendi et al.   MEDICAL IMAGE ANALYSIS

Unsupervised Segmentation and Quantification of Anatomical Knee Features: Data From the Osteoarthritis Initiative

(2012) José G. Tamez-Pena et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

The Clinical Utility and Diagnostic Performance of Magnetic Resonance Imaging for Identification of Early and Advanced Knee Osteoarthritis

(2011) Carmen E. Quatman et al.   AMERICAN JOURNAL OF SPORTS MEDICINE

A novel fast knee cartilage segmentation technique for T2 measurements at MR imaging – data from the Osteoarthritis Initiative

(2011) C. Stehling et al.   OSTEOARTHRITIS AND CARTILAGE

Cartilage and meniscus assessment using T1rho and T2 measurements in healthy subjects and patients with osteoarthritis

(2010) Z.A. Zarins et al.   OSTEOARTHRITIS AND CARTILAGE

Automatic Segmentation and Quantitative Analysis of the Articular Cartilages From Magnetic Resonance Images of the Knee

(2009) J. Fripp et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING