The Impact of Machine Learning on 2D/3D Registration for Image-Guided Interventions: A Systematic Review and Perspective

Deep learning‐based X‐ray inpainting for improving spinal 2D‐3D registration

(2021) Hooman Esfandiari et al.   International Journal of Medical Robotics and Computer Assisted Surgery

Cross-modal self-supervised representation learning for gesture and skill recognition in robotic surgery

(2021) Jie Ying Wu et al.   International Journal of Computer Assisted Radiology and Surgery

Deep learning in medical image registration: a survey

(2020) Grant Haskins et al.   MACHINE VISION AND APPLICATIONS

Deep learning in medical image registration: a review

(2020) Yabo Fu et al.   PHYSICS IN MEDICINE AND BIOLOGY

Automatic annotation of hip anatomy in fluoroscopy for robust and efficient 2D/3D registration

(2020) Robert B. Grupp et al.   International Journal of Computer Assisted Radiology and Surgery

Detecting the occluding contours of the uterus to automatise augmented laparoscopy: score, loss, dataset, evaluation and user study

(2020) Tom François et al.   International Journal of Computer Assisted Radiology and Surgery

Fast and automatic periacetabular osteotomy fragment pose estimation using intraoperatively implanted fiducials and single-view fluoroscopy

(2020) Robert Grupp et al.   PHYSICS IN MEDICINE AND BIOLOGY

Multi-view Point-based Registration for Native Knee Kinematics Measurement with Feature Transfer Learning

(2020) Cong Wang et al.   Engineering

Learning an Attention Model for Robust 2-D/3-D Registration Using Point-To-Plane Correspondences

(2020) Roman Schaffert et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A learning-based method for online adjustment of C-arm Cone-beam CT source trajectories for artifact avoidance

(2020) Mareike Thies et al.   International Journal of Computer Assisted Radiology and Surgery

Machine Learning for Surgical Phase Recognition

(2020) Carly R. Garrow et al.   ANNALS OF SURGERY

Iterative closest graph matching for non-rigid 3D/2D coronary arteries registration

(2020) Jianjun Zhu et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Fracture reduction planning and guidance in orthopaedic trauma surgery via multi-body image registration

(2020) R Han et al.   MEDICAL IMAGE ANALYSIS

Analysis of forearm rotational motion using biplane fluoroscopic intensity-based 2D–3D matching

(2019) Shingo Abe et al.   JOURNAL OF BIOMECHANICS

Learning to detect anatomical landmarks of the pelvis in X-rays from arbitrary views

(2019) Bastian Bier et al.   International Journal of Computer Assisted Radiology and Surgery

Universality of deep convolutional neural networks

(2019) Ding-Xuan Zhou   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Technical and Non-Technical Skills in Surgery

(2019) Michael Pfandler et al.   SPINE

Enabling machine learning in X-ray-based procedures via realistic simulation of image formation

(2019) Mathias Unberath et al.   International Journal of Computer Assisted Radiology and Surgery

Endoscopic navigation in the clinic: registration in the absence of preoperative imaging

(2019) Ayushi Sinha et al.   International Journal of Computer Assisted Radiology and Surgery

Unsupervised learning of probabilistic diffeomorphic registration for images and surfaces

(2019) Adrian V. Dalca et al.   MEDICAL IMAGE ANALYSIS

Techniques for interpretable machine learning

(2019) Mengnan Du et al.   COMMUNICATIONS OF THE ACM

Pose Estimation of Periacetabular Osteotomy Fragments With Intraoperative X-Ray Navigation

(2019) Robert B. Grupp et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

SCADE: Simultaneous Sensor Calibration and Deformation Estimation of FBG-Equipped Unmodeled Continuum Manipulators

(2019) Farshid Alambeigi et al.   IEEE Transactions on Robotics

CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer-Assisted Interventions

(2019) Tom Vercauteren et al.   PROCEEDINGS OF THE IEEE

3D/2D model-to-image registration by imitation learning for cardiac procedures

(2018) Daniel Toth et al.   International Journal of Computer Assisted Radiology and Surgery

Recovery of 3D rib motion from dynamic chest radiography and CT data using local contrast normalization and articular motion model

(2018) Yuta Hiasa et al.   MEDICAL IMAGE ANALYSIS

Quantifying Registration Uncertainty With Sparse Bayesian Modelling

(2017) Loic Le Folgoc et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Quicksilver: Fast predictive image registration – A deep learning approach

(2017) Xiao Yang et al.   NEUROIMAGE

Intraoperative evaluation of device placement in spine surgery using known-component 3D–2D image registration

(2017) A Uneri et al.   PHYSICS IN MEDICINE AND BIOLOGY

A CNN Regression Approach for Real-Time 2D/3D Registration

(2016) Shun Miao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A neural network-based 2D/3D image registration quality evaluator for pediatric patient setup in external beam radiotherapy

(2016) Jian Wu et al.   Journal of Applied Clinical Medical Physics

Current state of computer navigation and robotics in unicompartmental and total knee arthroplasty: a systematic review with meta-analysis

(2016) Jelle P. van der List et al.   KNEE SURGERY SPORTS TRAUMATOLOGY ARTHROSCOPY

Computer Aided Orthopaedic Surgery: Incremental shift or paradigm change?

(2016) Leo Joskowicz et al.   MEDICAL IMAGE ANALYSIS

Marker-free motion correction in weight-bearing cone-beam CT of the knee joint

(2016) M. Berger et al.   MEDICAL PHYSICS

Fully automated 2D–3D registration and verification

(2015) Andreas Varnavas et al.   MEDICAL IMAGE ANALYSIS

Simultaneous 3D-2D image registration and C-arm calibration: Application to endovascular image-guided interventions

(2015) Uroš Mitrović et al.   MEDICAL PHYSICS

Respiratory motion estimation in x-ray angiography for improved guidance during coronary interventions

(2015) N Baka et al.   PHYSICS IN MEDICINE AND BIOLOGY

Local Metric Learning in 2D/3D Deformable Registration With Application in the Abdomen

(2014) Qingyu Zhao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

2D/3D image registration using regression learning

(2013) Chen-Rui Chou et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

A Review of Recent Advances in Registration Techniques Applied to Minimally Invasive Therapy

(2013) Rui Liao et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Navigation in surgery

(2013) Uli Mezger et al.   LANGENBECKS ARCHIVES OF SURGERY

Bayesian characterization of uncertainty in intra-subject non-rigid registration

(2013) Petter Risholm et al.   MEDICAL IMAGE ANALYSIS

Surgical Skill and Complication Rates after Bariatric Surgery

(2013) John D. Birkmeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

3D–2D registration for surgical guidance: effect of projection view angles on registration accuracy

(2013) A Uneri et al.   PHYSICS IN MEDICINE AND BIOLOGY

Robust 3D–2D image registration: application to spine interventions and vertebral labeling in the presence of anatomical deformation

(2013) Yoshito Otake et al.   PHYSICS IN MEDICINE AND BIOLOGY

Automatic Inference and Measurement of 3D Carpal Bone Kinematics From Single View Fluoroscopic Sequences

(2012) Xin Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Shape Distribution-based 2D/3D Registration for Fast and Accurate 6 Degrees-of-Freedom Stereotactic Patient Positioning

(2012) C. Lin et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Vision-Based Navigation in Image-Guided Interventions

(2011) Daniel J. Mirota et al.   Annual Review of Biomedical Engineering

Constrained Registration for Motion Compensation in Atrial Fibrillation Ablation Procedures

(2011) Alexander Brost et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A review of 3D/2D registration methods for image-guided interventions

(2010) P. Markelj et al.   MEDICAL IMAGE ANALYSIS

EPnP: An Accurate O(n) Solution to the PnP Problem

(2008) Vincent Lepetit et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

2D/3D registration of endoscopic ultrasound to CT volume data

(2008) Johann Hummel et al.   PHYSICS IN MEDICINE AND BIOLOGY