Automated diagnosis of myositis from muscle ultrasound: Exploring the use of machine learning and deep learning methods

Neurogenic and Myogenic Diseases: Quantitative Texture Analysis of Muscle US Data for Differentiation

(2017) Kazuki Sogawa et al.   RADIOLOGY

Quantitative Muscle Ultrasonography Using Textural Analysis in Amyotrophic Lateral Sclerosis

(2017) Jacinto Javier Martínez-Payá et al.   ULTRASONIC IMAGING

Fully Automated Muscle Ultrasound Analysis (MUSA): Robust and Accurate Muscle Thickness Measurement

(2017) Cristina Caresio et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

Thigh muscle MRI in immune-mediated necrotising myopathy: extensive oedema, early muscle damage and role of anti-SRP autoantibodies as a marker of severity

(2016) Iago Pinal-Fernandez et al.   ANNALS OF THE RHEUMATIC DISEASES

Review of Quantitative Ultrasound: Envelope Statistics and Backscatter Coefficient Imaging and Contributions to Diagnostic Ultrasound

(2016) Michael L. Oelze et al.   IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL

Ultrasound in the Assessment of Myopathic Disorders

(2016) Craig M. Zaidman et al.   JOURNAL OF CLINICAL NEUROPHYSIOLOGY

Automated segmentation of geographic atrophy of the retinal epithelium via random forests in AREDS color fundus images

(2015) Albert K. Feeny et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Intramuscular dissociation of echogenicity in the triceps surae characterizes sporadic inclusion body myositis

(2015) H. Nodera et al.   EUROPEAN JOURNAL OF NEUROLOGY

ImageNet Large Scale Visual Recognition Challenge

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

Increased fascial thickness of the deltoid muscle in dermatomyositis and polymyositis: An ultrasound study

(2015) Kavish J. Bhansing et al.   MUSCLE & NERVE

Quantitative muscle ultrasonography in the follow-up of juvenile dermatomyositis

(2015) G. Esther A. Habers et al.   MUSCLE & NERVE

Muscle ultrasound from diagnostic tool to outcome measure-Quantification is the challenge

(2015) Sigrid Pillen et al.   MUSCLE & NERVE

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Advances in Quantitative Muscle Ultrasonography Using Texture Analysis of Ultrasound Images

(2015) Filippo Molinari et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

Visual Screening of Muscle Ultrasound Images in Children

(2014) Rick Brandsma et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

Ultrasound texture-based CAD system for detecting neuromuscular diseases

(2014) Tim König et al.   International Journal of Computer Assisted Radiology and Surgery

Whole-body MRI in the assessment of disease activity in juvenile dermatomyositis

(2013) Clara Malattia et al.   ANNALS OF THE RHEUMATIC DISEASES

Estimating physiological skin parameters from hyperspectral signatures

(2013) Saurabh Vyas et al.   JOURNAL OF BIOMEDICAL OPTICS

Contrasting echogenicity in flexor digitorum profundus-flexor carpi ulnaris: A diagnostic ultrasound pattern in sporadic inclusion body myositis

(2013) Yu-Ichi Noto et al.   MUSCLE & NERVE

188th ENMC International Workshop: Inclusion Body Myositis, 2–4 December 2011, Naarden, The Netherlands

(2013) M.R. Rose   NEUROMUSCULAR DISORDERS

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Machine learning algorithms to classify spinal muscular atrophy subtypes

(2012) T. Srivastava et al.   NEUROLOGY

Quantitative muscle ultrasound is a promising longitudinal follow-up tool in Duchenne muscular dystrophy

(2011) Merel Jansen et al.   NEUROMUSCULAR DISORDERS

Imaging of Skeletal Muscle

(2011) Douglas W. Goodwin   RHEUMATIC DISEASE CLINICS OF NORTH AMERICA

Assessing spinal muscular atrophy with quantitative ultrasound

(2010) J. S. Wu et al.   NEUROLOGY

MRI Findings in Inflammatory Muscle Diseases and Their Noninflammatory Mimics

(2009) Maximilian Schulze et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Normal values for quantitative muscle ultrasonography in adults

(2009) Ilse M.P. Arts et al.   MUSCLE & NERVE

Calibrated quantitative ultrasound imaging of skeletal muscle using backscatter analysis

(2008) Craig M. Zaidman et al.   MUSCLE & NERVE

Muscle ultrasound in neuromuscular disorders

(2008) Sigrid Pillen et al.   MUSCLE & NERVE