Machine Learning Applications of Surgical Imaging for the Diagnosis and Treatment of Spine Disorders: Current State of the Art

Magnetic resonance imaging–based synthetic computed tomography of the lumbar spine for surgical planning: a clinical proof-of-concept

(2021) Victor E. Staartjes et al.   Neurosurgical Focus

Contrast agent dose reduction in computed tomography with deep learning using a conditional generative adversarial network

(2021) Johannes Haubold et al.   EUROPEAN RADIOLOGY

Efficient radiation dose reduction in whole-brain CT perfusion imaging using a 3D GAN: Performance and clinical feasibility

(2021) Mahdieh Dashtbani Moghari et al.   PHYSICS IN MEDICINE AND BIOLOGY

Domain adversarial networks and intensity-based data augmentation for male pelvic organ segmentation in cone beam CT

(2021) Eliott Brion et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Fracture risk assessment and clinical decision making for patients with metastatic bone disease

(2020) Timothy A. Damron et al.   JOURNAL OF ORTHOPAEDIC RESEARCH

DoseGAN: a generative adversarial network for synthetic dose prediction using attention-gated discrimination and generation

(2020) Vasant Kearney et al.   Scientific Reports

GP-GAN: Brain tumor growth prediction using stacked 3D generative adversarial networks from longitudinal MR Images

(2020) Ahmed Elazab et al.   NEURAL NETWORKS

Artificial intelligence for the detection of vertebral fractures on plain spinal radiography

(2020) Kazuma Murata et al.   Scientific Reports

Multimodal fusion with deep neural networks for leveraging CT imaging and electronic health record: a case-study in pulmonary embolism detection

(2020) Shih-Cheng Huang et al.   Scientific Reports

Clinical applications of machine learning algorithms: beyond the black box

(2019) David S Watson et al.   BMJ-British Medical Journal

Machine Learning For The Prediction Of Cervical Spondylotic Myelopathy: A Post Hoc Pilot Study Of 28 Participants

(2019) Benjamin Hopkins et al.   World Neurosurgery

Fully automated radiological analysis of spinal disorders and deformities: a deep learning approach

(2019) Fabio Galbusera et al.   EUROPEAN SPINE JOURNAL

Cobb Angle Measurement of Spine from X-Ray Images Using Convolutional Neural Network

(2019) Ming-Huwi Horng et al.   Computational and Mathematical Methods in Medicine

Machine learning for automated 3-dimensional segmentation of the spine and suggested placement of pedicle screws based on intraoperative cone-beam computer tomography

(2019) Gustav Burström et al.   JOURNAL OF NEUROSURGERY-SPINE

Augmented reality and artificial intelligence-based navigation during percutaneous vertebroplasty: a pilot randomised clinical trial

(2019) Pierre Auloge et al.   EUROPEAN SPINE JOURNAL

Artificial Intelligence for the Treatment of Lumbar Spondylolisthesis

(2019) Zoher Ghogawala et al.   NEUROSURGERY CLINICS OF NORTH AMERICA

Evaluation of a computer-aided method for measuring the Cobb angle on chest X-rays

(2019) Yaling Pan et al.   EUROPEAN SPINE JOURNAL

Machine learning applications to clinical decision support in neurosurgery: an artificial intelligence augmented systematic review

(2019) Quinlan D. Buchlak et al.   NEUROSURGICAL REVIEW

Strengths, Weaknesses, Opportunities, and Threats Analysis of Artificial Intelligence and Machine Learning Applications in Radiology

(2019) Teodoro Martín Noguerol et al.   Journal of the American College of Radiology

Predictive modeling in spine surgery

(2019) Azeem Tariq Malik et al.   Annals of Translational Medicine

Diagnosis of disc bulge and disc desiccation in lumbar MRI using concatenated shape and texture features with random forest classifier

(2019) Shirly Sundarsingh et al.   INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY

The exploration of feature extraction and machine learning for predicting bone density from simple spine X-ray images in a Korean population

(2019) Sangwoo Lee et al.   SKELETAL RADIOLOGY

Generative adversarial network in medical imaging: A review

(2019) Xin Yi et al.   MEDICAL IMAGE ANALYSIS

Compressed Sensing MRI Reconstruction Using a Generative Adversarial Network With a Cyclic Loss

(2018) Tran Minh Quan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Low-Dose CT Image Denoising Using a Generative Adversarial Network With Wasserstein Distance and Perceptual Loss

(2018) Qingsong Yang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automated comprehensive Adolescent Idiopathic Scoliosis assessment using MVC-Net

(2018) Hongbo Wu et al.   MEDICAL IMAGE ANALYSIS

Feasibility and Accuracy of Thoracolumbar Minimally Invasive Pedicle Screw Placement With Augmented Reality Navigation Technology

(2018) Adrian Elmi-Terander et al.   SPINE

Spine-GAN: Semantic segmentation of multiple spinal structures

(2018) Zhongyi Han et al.   MEDICAL IMAGE ANALYSIS

Pedicle Screw Placement Using Augmented Reality Surgical Navigation with Intraoperative 3D Imaging

(2018) Adrian Elmi Terander et al.   SPINE

Vertebral body insufficiency fractures: detection of vertebrae at risk on standard CT images using texture analysis and machine learning

(2018) Urs J. Muehlematter et al.   EUROPEAN RADIOLOGY

Generative Adversarial Network for Medical Images (MI-GAN)

(2018) Talha Iqbal et al.   JOURNAL OF MEDICAL SYSTEMS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Vertebral Body Compression Fractures and Bone Density: Automated Detection and Classification on CT Images

(2017) Joseph E. Burns et al.   RADIOLOGY

Intervertebral disc classification by its degree of degeneration from T2-weighted magnetic resonance images

(2016) Isaac Castro-Mateos et al.   EUROPEAN SPINE JOURNAL

Semiautomatic computer-aided classification of degenerative lumbar spine disease in magnetic resonance imaging

(2015) Silvia Ruiz-España et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Monitoring for idiopathic scoliosis curve progression using surface topography asymmetry analysis of the torso in adolescents

(2015) Amin Komeili et al.   Spine Journal

MR-Guided Vertebroplasty With Augmented Reality Image Overlay Navigation

(2014) Jan Fritz et al.   CARDIOVASCULAR AND INTERVENTIONAL RADIOLOGY

Robust Detection and Segmentation for Diagnosis of Vertebral Diseases Using Routine MR Images

(2014) Dženan Zukić et al.   COMPUTER GRAPHICS FORUM

Computer aided diagnosis of degenerative intervertebral disc diseases from lumbar MR images

(2014) Ayse Betul Oktay et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Measuring procedures to determine the Cobb angle in idiopathic scoliosis: a systematic review

(2013) S. Langensiepen et al.   EUROPEAN SPINE JOURNAL

A novel 3D guidance system using augmented reality for percutaneous vertebroplasty

(2013) Yuichiro Abe et al.   JOURNAL OF NEUROSURGERY-SPINE

Assessing fracture risk using gradient boosting machine (GBM) models

(2012) Elizabeth J Atkinson et al.   JOURNAL OF BONE AND MINERAL RESEARCH

Compression fracture diagnosis in lumbar: a clinical CAD system

(2012) Samah Al-Helo et al.   International Journal of Computer Assisted Radiology and Surgery

Atlas-Based Segmentation of Degenerated Lumbar Intervertebral Discs From MR Images of the Spine

(2009) S.K. Michopoulou et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Automatic Cobb Measurement of Scoliosis Based on Fuzzy Hough Transform with Vertebral Shape Prior

(2008) Junhua Zhang et al.   JOURNAL OF DIGITAL IMAGING