Dorin Comaniciu

Orcid: 0000-0002-5238-8647

Affiliations:
  • Siemens Healthineers, Medical Imaging Technologies, Princeton, NJ, USA


According to our database1, Dorin Comaniciu authored at least 289 papers between 1996 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Awards

ACM Fellow

ACM Fellow 2017, "For contributions to machine intelligence, diagnostic imaging, image-guided interventions, and computer vision".

IEEE Fellow

IEEE Fellow 2012, "For contributions to medical image analysis and computer vision".

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2024
Deep learning-based identification of patients at increased risk of cancer using routine laboratory markers.
CoRR, 2024

Towards a vision foundation model for comprehensive assessment of Cardiac MRI.
CoRR, 2024

Deep Learning-based Unsupervised Domain Adaptation via a Unified Model for Prostate Lesion Detection Using Multisite Bi-parametric MRI Datasets.
CoRR, 2024

Self-Supervised Learning for Interventional Image Analytics: Towards Robust Device Trackers.
CoRR, 2024

A Novel Tracking Framework for Devices in X-ray Leveraging Supplementary Cue-Driven Self-supervised Features.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

Multi-Agent Reinforcement Learning Meets Leaf Sequencing in Radiotherapy.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023
General-Purpose vs. Domain-Adapted Large Language Models for Extraction of Data from Thoracic Radiology Reports.
CoRR, 2023

Generation of Radiology Findings in Chest X-Ray by Leveraging Collaborative Knowledge.
CoRR, 2023

3D-2D GAN based brain metastasis synthesis with configurable parameters for fully 3D data augmentation.
Proceedings of the Medical Imaging 2023: Image Processing, 2023

Multi-scale Self-Supervised Learning for Longitudinal Lesion Tracking with Optional Supervision.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

ConTrack: Contextual Transformer for Device Tracking in X-Ray.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

The importance of data domain on self-supervised learning for brain metastasis detection and segmentation.
Proceedings of the Medical Imaging 2023: Computer-Aided Diagnosis, San Diego, 2023

Flexible-C<sup>m</sup> GAN: Towards Precise 3D Dose Prediction in Radiotherapy.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Self-supervised Learning from 100 Million Medical Images.
CoRR, 2022

Detecting Out-of-Distribution via an Unsupervised Uncertainty Estimation for Prostate Cancer Diagnosis.
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2022

2021
No Surprises: Training Robust Lung Nodule Detection for Low-Dose CT Scans by Augmenting With Adversarial Attacks.
IEEE Trans. Medical Imaging, 2021

Robust classification from noisy labels: Integrating additional knowledge for chest radiography abnormality assessment.
Medical Image Anal., 2021

Quantifying and leveraging predictive uncertainty for medical image assessment.
Medical Image Anal., 2021

Brain midline shift detection and quantification by a cascaded deep network pipeline on non-contrast computed tomography scans.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Abstract: Extracting and Leveraging Nodule Features with Lung Inpainting for Local Feature Augmentation.
Proceedings of the Bildverarbeitung für die Medizin 2021, 2021

2020
Automated detection and quantification of COVID-19 airspace disease on chest radiographs: A novel approach achieving radiologist-level performance using a CNN trained on digital reconstructed radiographs (DRRs) from CT-based ground-truth.
CoRR, 2020

Machine Learning Automatically Detects COVID-19 using Chest CTs in a Large Multicenter Cohort.
CoRR, 2020

3D Tomographic Pattern Synthesis for Enhancing the Quantification of COVID-19.
CoRR, 2020

Quantification of Tomographic Patterns associated with COVID-19 from Chest CT.
CoRR, 2020

Graph Attention Network based Pruning for Reconstructing 3D Liver Vessel Morphology from Contrasted CT Images.
CoRR, 2020

Deep Attentive Panoptic Model for Prostate Cancer Detection Using Biparametric MRI Scans.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

Extracting and Leveraging Nodule Features with Lung Inpainting for Local Feature Augmentation.
Proceedings of the Machine Learning in Medical Imaging - 11th International Workshop, 2020

Artificial Intelligence for Healthcare.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

False Positive Reduction Using Multiscale Contextual Features for Prostate Cancer Detection in Multi-Parametric MRI Scans.
Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

2019
Multi-Scale Deep Reinforcement Learning for Real-Time 3D-Landmark Detection in CT Scans.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Multi-task Learning for Chest X-ray Abnormality Classification on Noisy Labels.
CoRR, 2019

Combo loss: Handling input and output imbalance in multi-organ segmentation.
Comput. Medical Imaging Graph., 2019

Select, Attend, and Transfer: Light, Learnable Skip Connections.
Proceedings of the Machine Learning in Medical Imaging - 10th International Workshop, 2019

Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Class-Aware Adversarial Lung Nodule Synthesis In CT Images.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Anisotropic Hybrid Network for Cross-Dimension Transferable Feature Learning in 3D Medical Images.
Proceedings of the Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics, 2019

2018
Towards intelligent robust detection of anatomical structures in incomplete volumetric data.
Medical Image Anal., 2018

Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition.
CoRR, 2018

Select, Attend, and Transfer: Light, Learnable Skip Connections.
CoRR, 2018

Learning to recognize Abnormalities in Chest X-Rays with Location-Aware Dense Networks.
CoRR, 2018

3D Anisotropic Hybrid Network: Transferring Convolutional Features from 2D Images to 3D Anisotropic Volumes.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

Nonlinear Adaptively Learned Optimization for Object Localization in 3D Medical Images.
Proceedings of the Deep Learning in Medical Image Analysis - and - Multimodal Learning for Clinical Decision Support, 2018

Generating Synthetic X-Ray Images of a Person From the Surface Geometry.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Learning to Recognize Abnormalities in Chest X-Rays with Location-Aware Dense Networks.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2018

Abstract: Robust Multi-Scale Anatomical Landmark Detection in Incomplete 3D-CT Data.
Proceedings of the Bildverarbeitung für die Medizin 2018 - Algorithmen - Systeme, 2018

2017
Deep Learning Based Automatic Segmentation of Pathological Kidney in CT: Local Versus Global Image Context.
Proceedings of the Deep Learning and Convolutional Neural Networks for Medical Image Computing, 2017

Robust Landmark Detection in Volumetric Data with Efficient 3D Deep Learning.
Proceedings of the Deep Learning and Convolutional Neural Networks for Medical Image Computing, 2017

Towards patient-specific modeling of mitral valve repair: 3D transesophageal echocardiography-derived parameter estimation.
Medical Image Anal., 2017

Personalized mitral valve closure computation and uncertainty analysis from 3D echocardiography.
Medical Image Anal., 2017

A Fully-Automated Pipeline for Detection and Segmentation of Liver Lesions and Pathological Lymph Nodes.
CoRR, 2017

Comprehensive preclinical evaluation of a multi-physics model of liver tumor radiofrequency ablation.
Int. J. Comput. Assist. Radiol. Surg., 2017

Cascaded deep decision networks for classification of endoscopic images.
Proceedings of the Medical Imaging 2017: Image Processing, 2017

Automatic Liver Segmentation Using an Adversarial Image-to-Image Network.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Deep Image-to-Image Recurrent Network with Shape Basis Learning for Automatic Vertebra Labeling in Large-Scale 3D CT Volumes.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Robust Multi-scale Anatomical Landmark Detection in Incomplete 3D-CT Data.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Automatic Vertebra Labeling in Large-Scale 3D CT Using Deep Image-to-Image Network with Message Passing and Sparsity Regularization.
Proceedings of the Information Processing in Medical Imaging, 2017

An Artificial Agent for Robust Image Registration.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Marginal Space Deep Learning: Efficient Architecture for Volumetric Image Parsing.
IEEE Trans. Medical Imaging, 2016

A self-taught artificial agent for multi-physics computational model personalization.
Medical Image Anal., 2016

Shaping the future through innovations: From medical imaging to precision medicine.
Medical Image Anal., 2016

An Artificial Agent for Anatomical Landmark Detection in Medical Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

Deep Decision Network for Multi-class Image Classification.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015
Efficient Lattice Boltzmann Solver for Patient-Specific Radiofrequency Ablation of Hepatic Tumors.
IEEE Trans. Medical Imaging, 2015

Robust object tracking using semi-supervised appearance dictionary learning.
Pattern Recognit. Lett., 2015

A parameter estimation framework for patient-specific hemodynamic computations.
J. Comput. Phys., 2015

3D Deep Learning for Efficient and Robust Landmark Detection in Volumetric Data.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Robust Live Tracking of Mitral Valve Annulus for Minimally-Invasive Intervention Guidance.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Vito - A Generic Agent for Multi-physics Model Personalization: Application to Heart Modeling.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Marginal Space Deep Learning: Efficient Architecture for Detection in Volumetric Image Data.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Data-Driven Model Reduction for Fast, High Fidelity Atrial Electrophysiology Computations.
Proceedings of the Functional Imaging and Modeling of the Heart, 2015

Propagation of Myocardial Fibre Architecture Uncertainty on Electromechanical Model Parameter Estimation: A Case Study.
Proceedings of the Functional Imaging and Modeling of the Heart, 2015

2014
Multi-Part Modeling and Segmentation of Left Atrium in C-Arm CT for Image-Guided Ablation of Atrial Fibrillation.
IEEE Trans. Medical Imaging, 2014

Automatic Detection and Measurement of Structures in Fetal Head Ultrasound Volumes Using Sequential Estimation and Integrated Detection Network (IDN).
IEEE Trans. Medical Imaging, 2014

Data-driven estimation of cardiac electrical diffusivity from 12-lead ECG signals.
Medical Image Anal., 2014

Estimation of Regional Electrical Properties of the Heart from 12-Lead ECG and Images.
Proceedings of the Statistical Atlases and Computational Models of the Heart - Imaging and Modelling Challenges, 2014

Robust Detection of Mitral Papillary Muscle from 4D Transesophageal Echocardiography.
Proceedings of the Statistical Atlases and Computational Models of the Heart - Imaging and Modelling Challenges, 2014

Robust Image-Based Estimation of Cardiac Tissue Parameters and Their Uncertainty from Noisy Data.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Multi-modal Validation Framework of Mitral Valve Geometry and Functional Computational Models.
Proceedings of the Statistical Atlases and Computational Models of the Heart - Imaging and Modelling Challenges, 2014

Lung Segmentation from CT with Severe Pathologies Using Anatomical Constraints.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Parameter Estimation for Personalization of Liver Tumor Radiofrequency Ablation.
Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2014

Automatic image-to-model framework for patient-specific electromechanical modeling of the heart.
Proceedings of the IEEE 11th International Symposium on Biomedical Imaging, 2014

Model based non-invasive estimation of PV loop from echocardiography.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Marginal Space Learning for Medical Image Analysis - Efficient Detection and Segmentation of Anatomical Structures
Springer, ISBN: 978-1-4939-0600-0, 2014

2013
Image-based Co-Registration of Angiography and Intravascular Ultrasound Images.
IEEE Trans. Medical Imaging, 2013

Spine detection in CT and MR using iterated marginal space learning.
Medical Image Anal., 2013

Lymph node detection and segmentation in chest CT data using discriminative learning and a spatial prior.
Medical Image Anal., 2013

Fast Data-Driven Calibration of a Cardiac Electrophysiology Model from Images and ECG.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Model-Based Estimation of 4D Relative Pressure Map from 4D Flow MR Images.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Imaging and Modelling Challenges, 2013

A Framework for the Pre-clinical Validation of LBM-EP for the Planning and Guidance of Ventricular Tachycardia Ablation.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Imaging and Modelling Challenges, 2013

Automatic Personalization of the Mitral Valve Biomechanical Model Based on 4D Transesophageal Echocardiography.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Imaging and Modelling Challenges, 2013

Image-Based Computational Models for TAVI Planning: From CT Images to Implant Deployment.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Lattice Boltzmann Method for Fast Patient-Specific Simulation of Liver Tumor Ablation from CT Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Estimation of patient-specific material properties of the mitral valve using 4D Transesophageal Echocardiography.
Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

Advanced intervention planning for Transcatheter Aortic Valve Implantations (TAVI) from CT using volumetric models.
Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

From Medical Images to Fast Computational Models of Heart Electromechanics: An Integrated Framework towards Clinical Use.
Proceedings of the Functional Imaging and Modeling of the Heart, 2013

Data-Driven Reduction of a Cardiac Myofilament Model.
Proceedings of the Functional Imaging and Modeling of the Heart, 2013

A novel coupling algorithm for computing blood flow in viscoelastic arterial models.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

2012
Automatic Aorta Segmentation and Valve Landmark Detection in C-Arm CT for Transcatheter Aortic Valve Implantation.
IEEE Trans. Medical Imaging, 2012

Automatic Detection and Segmentation of Lymph Nodes From CT Data.
IEEE Trans. Medical Imaging, 2012

An integrated framework for finite-element modeling of mitral valve biomechanics from medical images: Application to MitralClip intervention planning.
Medical Image Anal., 2012

Complete valvular heart apparatus model from 4D cardiac CT.
Medical Image Anal., 2012

Robust tracking of a virtual electrode on a coronary sinus catheter for atrial fibrillation ablation procedures.
Proceedings of the Medical Imaging 2012: Image-Guided Procedures, 2012

Robust pigtail catheter tip detection in fluoroscopy.
Proceedings of the Medical Imaging 2012: Image-Guided Procedures, 2012

Data-Driven Breast Decompression and Lesion Mapping from Digital Breast Tomosynthesis.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Catheter Tracking via Online Learning for Dynamic Motion Compensation in Transcatheter Aortic Valve Implantation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

LBM-EP: Lattice-Boltzmann Method for Fast Cardiac Electrophysiology Simulation from 3D Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Hemodynamic Assessment of Pre- and Post-operative Aortic Coarctation from MRI.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Ultrasound and Fluoroscopic Images Fusion by Autonomous Ultrasound Probe Detection.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

A Personalized Biomechanical Model for Respiratory Motion Prediction.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Real Time Assistance for Stent Positioning and Assessment by Self-initialized Tracking.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Automatic Detection and Quantification of Mitral Regurgitation on TTE with Application to Assist Mitral Clip Planning and Evaluation.
Proceedings of the Clinical Image-Based Procedures. From Planning to Intervention, 2012

Multi-stage osteolytic spinal bone lesion detection from CT data with internal sensitivity control.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, San Diego, 2012

Precise segmentation of the left atrium in C-arm CT volumes with applications to atrial fibrillation ablation.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Fast tracking of catheters in 2D fluoroscopic images using an integrated CPU-GPU framework.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Personalized learning-based segmentation of thoracic aorta and main branches for diagnosis and treatment planning.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Data-driven computational models of heart anatomy, mechanics and hemodynamics: An integrated framework.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Enhancement of organ of interest via background subtraction in cone beam rotational angiocardiogram.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

A framework for personalization of coronary flow computations during rest and hyperemia.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Automatic Localization of Balloon Markers and Guidewire in Rotational Fluoroscopy with Application to 3D Stent Reconstruction.
Proceedings of the Computer Vision - ECCV 2012, 2012

2011
Prediction Based Collaborative Trackers (PCT): A Robust and Accurate Approach Toward 3D Medical Object Tracking.
IEEE Trans. Medical Imaging, 2011

A Probabilistic Model for Automatic Segmentation of the Esophagus in 3-D CT Scans.
IEEE Trans. Medical Imaging, 2011

Comparing axial CT slices in quantized N-dimensional SURF descriptor space to estimate the visible body region.
Comput. Medical Imaging Graph., 2011

Machine learning based vesselness measurement for coronary artery segmentation in cardiac CT volumes.
Proceedings of the Medical Imaging 2011: Image Processing, 2011

Learning distance function for regression-based 4D pulmonary trunk model reconstruction estimated from sparse MRI data.
Proceedings of the Medical Imaging 2011: Visualization, 2011

Multi-part Left Atrium Modeling and Segmentation in C-Arm CT Volumes for Atrial Fibrillation Ablation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Efficient Detection of Native and Bypass Coronary Ostia in Cardiac CT Volumes: Anatomical vs. Pathological Structures.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Image-Based Device Tracking for the Co-registration of Angiography and Intravascular Ultrasound Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Robust Physically-Constrained Modeling of the Mitral Valve and Subvalvular Apparatus.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Accurate Regression-Based 4D Mitral Valve Surface Reconstruction from 2D+t MRI Slices.
Proceedings of the Machine Learning in Medical Imaging - Second International Workshop, 2011

Towards Patient-Specific Finite-Element Simulation of MitralClip Procedure.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Automatic View Planning for Cardiac MRI Acquisition.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Detection, Grading and Classification of Coronary Stenoses in Computed Tomography Angiography.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Model-Based Fusion of Multi-modal Volumetric Images: Application to Transcatheter Valve Procedures.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Segmentation Based Features for Lymph Node Detection from 3-D Chest CT.
Proceedings of the Machine Learning in Medical Imaging - Second International Workshop, 2011

A Discriminative Distance Learning-Based CBIR Framework for Characterization of Indeterminate Liver Lesions.
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2011

Automatic Extraction of 3D Dynamic Left Ventricle Model from 2D Rotational Angiocardiogram.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Robust and Fast Contrast Inflow Detection for 2D X-ray Fluoroscopy.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

A method for mass candidate detection and an application to liver lesion detection.
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011

Automatic cardiac flow quantification on 3D volume color Doppler data.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Fully automatic segmentation of wrist bones for arthritis patients.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Patient-Specific Model of Left Heart Anatomy, Dynamics and Hemodynamics from 4D TEE: A First Validation Study.
Proceedings of the Functional Imaging and Modeling of the Heart, 2011

Automatic Delineation of Left and Right Ventricles in Cardiac MRI Sequences Using a Joint Ventricular Model.
Proceedings of the Functional Imaging and Modeling of the Heart, 2011

Learning-based hypothesis fusion for robust catheter tracking in 2D X-ray fluoroscopy.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Robust discriminative wire structure modeling with application to stent enhancement in fluoroscopy.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

2010
Patient-Specific Modeling and Quantification of the Aortic and Mitral Valves From 4-D Cardiac CT and TEE.
IEEE Trans. Medical Imaging, 2010

Learning discriminative distance functions for valve retrieval and improved decision support in valvular heart disease.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

Aortic valve and ascending aortic root modeling from 3D and 3D+t CT.
Proceedings of the Medical Imaging 2010: Visualization, 2010

Fast and Automatic Heart Isolation in 3D CT Volumes: Optimal Shape Initialization.
Proceedings of the Machine Learning in Medical Imaging, First International Workshop, 2010

Graph Based Interactive Detection of Curve Structures in 2D Fluoroscopy.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Volumetric Myocardial Mechanics from 3D+t Ultrasound Data with Multi-model Tracking.
Proceedings of the Statistical Atlases and Computational Models of the Heart, 2010

Cross-Modality Assessment and Planning for Pulmonary Trunk Treatment Using CT and MRI Imaging.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Fast Automatic Detection of Calcified Coronary Lesions in 3D Cardiac CT Images.
Proceedings of the Machine Learning in Medical Imaging, First International Workshop, 2010

Cardiac Anchoring in MRI through Context Modeling.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Detection of 3D Spinal Geometry Using Iterated Marginal Space Learning.
Proceedings of the Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging, 2010

Model-Based Esophagus Segmentation from CT Scans Using a Spatial Probability Map.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Automatic Detection and Segmentation of Axillary Lymph Nodes.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Database-guided breast tumor detection and segmentation in 2D ultrasound images.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, San Diego, 2010

Computational Decision Support for Percutaneous Aortic Valve Implantation.
Proceedings of the Medical Imaging and Augmented Reality - 5th International Workshop, 2010

Detection and retrieval of cysts in joint ultrasound B-mode and elasticity breast images.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Using needle detection and tracking for motion compensation in abdominal interventions.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Learning-based 3D myocardial motion flow estimation using high frame rate volumetric ultrasound data.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Patient-specific modeling of left heart anatomy, dynamics and hemodynamics from high resolution 4D CT.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Robust ultrasound image analysis using learning.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Multiple object detection by sequential monte carlo and Hierarchical Detection Network.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Search strategies for multiple landmark detection by submodular maximization.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Lymph node detection in 3-D chest CT using a spatial prior probability.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009
Visual Tracking by Continuous Density Propagation in Sequential Bayesian Filtering Framework.
IEEE Trans. Pattern Anal. Mach. Intell., 2009

Coronary DSA: enhancing coronary tree visibility through discriminative learning and robust motion estimation.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Automatic left ventricle detection in MRI images using marginal space learning and component-based voting.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Left ventricle endocardium segmentation for cardiac CT volumes using an optimal smooth surface.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Hierarchical guidewire tracking in fluoroscopic sequences.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Hierarchical parsing and semantic navigation of full body CT data.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

User-constrained guidewire localization in fluoroscopy.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Shape-based diagnosis of the aortic valve.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Estimating the body portion of CT volumes by matching histograms of visual words.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Model-driven physiological assessment of the mitral valve from 4D TEE.
Proceedings of the Medical Imaging 2009: Visualization, 2009

Dynamic Layer Separation for Coronary DSA and Enhancement in Fluoroscopic Sequences.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Coronary Tree Extraction Using Motion Layer Separation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Fast and Robust 3-D MRI Brain Structure Segmentation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Personalized Pulmonary Trunk Modeling for Intervention Planning and Valve Assessment Estimated from CT Data.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Personalized Modeling and Assessment of the Aortic-Mitral Coupling from 4D TEE and CT.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Fast Automatic Segmentation of the Esophagus from 3D CT Data Using a Probabilistic Model.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Marginal Space Learning for Efficient Detection of 2D/3D Anatomical Structures in Medical Images.
Proceedings of the Information Processing in Medical Imaging, 2009

Robust motion estimation using trajectory spectrum learning: Application to aortic and mitral valve modeling from 4D TEE.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Automatic ovarian follicle quantification from 3D ultrasound data using global/local context with database guided segmentation.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Discriminative Joint Context for Automatic Landmark Set Detection from a Single Cardiac MR Long Axis Slice.
Proceedings of the Functional Imaging and Modeling of the Heart, 2009

Robust object detection using marginal space learning and ranking-based multi-detector aggregation: Application to left ventricle detection in 2D MRI images.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Constrained marginal space learning for efficient 3D anatomical structure detection in medical images.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Robust guidewire tracking in fluoroscopy.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Automatic fetal face detection from ultrasound volumes via learning 3D and 2D information.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Similarity Learning for Motion Estimation.
Proceedings of the Semantic Mining Technologies for Multimedia Databases., 2009

2008
Four-Chamber Heart Modeling and Automatic Segmentation for 3-D Cardiac CT Volumes Using Marginal Space Learning and Steerable Features.
IEEE Trans. Medical Imaging, 2008

Detection and Measurement of Fetal Anatomies from Ultrasound Images using a Constrained Probabilistic Boosting Tree.
IEEE Trans. Medical Imaging, 2008

Sequential Kernel Density Approximation and Its Application to Real-Time Visual Tracking.
IEEE Trans. Pattern Anal. Mach. Intell., 2008

Four-chamber heart modeling and automatic segmentation for 3D cardiac CT volumes.
Proceedings of the Medical Imaging 2008: Image Processing, 2008

A Discriminative Model-Constrained Graph Cuts Approach to Fully Automated Pediatric Brain Tumor Segmentation in 3-D MRI.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

AutoGate: Fast and Automatic Doppler Gate Localization in B-Mode Echocardiogram.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Automatic Mitral Valve Inflow Measurements from Doppler Echocardiography.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Dynamic Model-Driven Quantitative and Visual Evaluation of the Aortic Valve from 4D CT.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

A fast and accurate tracking algorithm of left ventricles in 3D echocardiography.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

A learning based hierarchical model for vessel segmentation.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

AutoMPR: Automatic detection of standard planes in 3D echocardiography.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Discriminative Learning for Deformable Shape Segmentation: A Comparative Study.
Proceedings of the Computer Vision, 2008

Simultaneous Detection and Registration for Ileo-Cecal Valve Detection in 3D CT Colonography.
Proceedings of the Computer Vision, 2008

Conditional density learning via regression with application to deformable shape segmentation.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

3D ultrasound tracking of the left ventricle using one-step forward prediction and data fusion of collaborative trackers.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Accurate polyp segmentation for 3D CT colongraphy using multi-staged probabilistic binary learning and compositional model.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Hierarchical, learning-based automatic liver segmentation.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Semantic-based indexing of fetal anatomies from 3-D ultrasound data using global/semi-local context and sequential sampling.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007
Automatic Fetal Measurements in Ultrasound Using Constrained Probabilistic Boosting Tree.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2007, 10th International Conference, Brisbane, Australia, October 29, 2007

Shape Regression Machine.
Proceedings of the Information Processing in Medical Imaging, 2007

A probabilistic, hierarchical, and discriminant framework for rapid and accurate detection of deformable anatomic structure.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Fast Automatic Heart Chamber Segmentation from 3D CT Data Using Marginal Space Learning and Steerable Features.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Automatic Cardiac View Classification of Echocardiogram.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

A boosting regression approach to medical anatomy detection.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Joint Real-time Object Detection and Pose Estimation Using Probabilistic Boosting Network.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Hierarchical Learning of Curves Application to Guidewire Localization in Fluoroscopy.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2006
Reliable Detection of Overtaking Vehicles Using Robust Information Fusion.
IEEE Trans. Intell. Transp. Syst., 2006

Total Variation Models for Variable Lighting Face Recognition.
IEEE Trans. Pattern Anal. Mach. Intell., 2006

Exploiting Interactions among Polymorphisms Contributing to Complex Disease Traits with Boosted Generative Modeling.
J. Comput. Biol., 2006

Pairwise Active Appearance Model and Its Application to Echocardiography Tracking.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2006

Hierarchical Part-Based Detection of 3D Flexible Tubes: Application to CT Colonoscopy.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2006

Health-e-Child: An Integrated Biomedical Platform for Grid-Based Paediatric Applications.
Proceedings of the Challenges and Opportunities of HealthGrids, 2006

Example Based Non-rigid Shape Detection.
Proceedings of the Computer Vision, 2006

A Learning Based Approach for 3D Segmentation and Colon Detagging.
Proceedings of the Computer Vision, 2006

Database-Guided Simultaneous Multi-slice 3D Segmentation for Volumetric Data.
Proceedings of the Computer Vision, 2006

Image-Based Multiclass Boosting and Echocardiographic View Classification.
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006

BoostMotion: Boosting a Discriminative Similarity Function for Motion Estimation.
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006

Simultaneous Registration and Modeling of Deformable Shapes.
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006

Probabilistic 3D Polyp Detection in CT Images: The Role of Sample Alignment.
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006

2005
Robust anisotropic Gaussian fitting for volumetric characterization of Pulmonary nodules in multislice CT.
IEEE Trans. Medical Imaging, 2005

An Information Fusion Framework for Robust Shape Tracking.
IEEE Trans. Pattern Anal. Mach. Intell., 2005

An Automatic Molecular Diagnosis Approach Based on Boosting Classification for ALS disease.
Proceedings of The 2005 International Conference on Mathematics and Engineering Techniques in Medicine and Biological Sciences, 2005

Image Based Regression Using Boosting Method.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

Kernel-Based Bayesian Filtering for Object Tracking.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Database-Guided Segmentation of Anatomical Structures with Complex Appearance.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Illumination Normalization for Face Recognition and Uneven Background Correction Using Total Variation Based Image Models.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Multi-scale Vessel Boundary Detection.
Proceedings of the Computer Vision for Biomedical Image Applications, 2005

Diagnosis and Biomarker Identi.cation on SELDI proteomics data by ADTBoost.
Proceedings of the Fourth International IEEE Computer Society Computational Systems Bioinformatics Conference Workshops & Poster Abstracts, 2005

Fractal Clustering for Microarray Data Analysis.
Proceedings of the Fourth International IEEE Computer Society Computational Systems Bioinformatics Conference Workshops & Poster Abstracts, 2005

2004
Robust real-time myocardial border tracking for echocardiography: an information fusion approach.
IEEE Trans. Medical Imaging, 2004

Special issue on statistical methods in video processing.
Image Vis. Comput., 2004

A common framework for nonlinear diffusion, adaptive smoothing, bilateral filtering and mean shift.
Image Vis. Comput., 2004

Comparative study of dissimilarity measures for histogram-based tracking in echocardiography.
Proceedings of the Medical Imaging 2004: Image Processing, 2004

Robust 3D Segmentation of Pulmonary Nodules in Multislice CT Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004

Real-Time Multi-model Tracking of Myocardium in Echocardiography Using Robust Information Fusion.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004

Tracking Complex Objects Using Graphical Object Models.
Proceedings of the Complex Motion, First International Workshop, 2004

A probabilistic framework for object recognition in video.
Proceedings of the 2004 International Conference on Image Processing, 2004

Coupled-Contour Tracking through Non-orthogonal Projections and Fusion for Echocardiography.
Proceedings of the Computer Vision, 2004

A Robust Algorithm for Characterizing Anisotropic Local Structures.
Proceedings of the Computer Vision, 2004

Multi-model Component-Based Tracking Using Robust Information Fusion.
Proceedings of the Statistical Methods in Video Processing, 2004

A Unified Framework for Uncertainty Propagation in Automatic Shape Tracking.
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2004), with CD-ROM, 27 June, 2004

Scale Selection for Anisotropic Scale-Space: Application to Volumetric Tumor Characterization.
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2004), with CD-ROM, 27 June, 2004

Incremental Density Approximation and Kernel-Based Bayesian Filtering for Object Tracking.
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2004), with CD-ROM, 27 June, 2004

Meanshift Clustering for DNA Microarray Analysis.
Proceedings of the 3rd International IEEE Computer Society Computational Systems Bioinformatics Conference, 2004

2003
Dissimilarity computation through low rank corrections.
Pattern Recognit. Lett., 2003

Kernel-Based Object Tracking.
IEEE Trans. Pattern Anal. Mach. Intell., 2003

An Algorithm for Data-Driven Bandwidth Selection.
IEEE Trans. Pattern Anal. Mach. Intell., 2003

A Common Viewpoint on Broad Kernel Filtering and Nonlinear Diffusion.
Proceedings of the Scale Space Methods in Computer Vision, 4th International Conference, 2003

Conditional Feature Sensitivity: A Unifying View on Active Recognition and Feature Selection.
Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003

Component Fusion for Face Detection in the Presence of Heteroscedastic Noise.
Proceedings of the Pattern Recognition, 2003

Nonparametric Information Fusion for Motion Estimation.
Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2003), 2003

2002
Image coding using transform vector quantization with training set synthesis.
Signal Process., 2002

Adaptive Resolution System for Distributed Surveillance.
Real Time Imaging, 2002

Mean Shift: A Robust Approach Toward Feature Space Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2002

Segmentation of 3D Medical Structures Using Robust Ray Propagation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2002

Image segmentation using clustering with saddle point detection.
Proceedings of the 2002 International Conference on Image Processing, 2002

Smart cameras with real-time video object generation.
Proceedings of the 2002 International Conference on Image Processing, 2002

Multimodal Data Representations with Parameterized Local Structures.
Proceedings of the Computer Vision, 2002

Multivariate Saddle Point Detection for Statistical Clustering.
Proceedings of the Computer Vision, 2002

Bayesian Kernel Tracking.
Proceedings of the Pattern Recognition, 2002

2001
Design, analysis, and engineering of video monitoring systems: an approach and a case study.
Proc. IEEE, 2001

The Variable Bandwidth Mean Shift and Data-Driven Scale Selection.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Parametric Representations for Nonlinear Modeling of Visual Data.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

2000
Computer-assisted discrimination among malignant lymphomas and leukemia using immunophenotyping, intelligent image repositories, and telemicroscopy.
IEEE Trans. Inf. Technol. Biomed., 2000

Performance Analysis in Content-Based Retrieval with Textures.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

Mean Shift and Optimal Prediction for Efficient Object Tracking.
Proceedings of the 2000 International Conference on Image Processing, 2000

Statistical Modeling and Performance Characterization of a Real-Time Dual Camera Surveillance System.
Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

Real-Time Tracking of Non-Rigid Objects Using Mean Shift.
Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

1999
Distribution Free Decomposition of Multivariate Data.
Pattern Anal. Appl., 1999

Image-guided decision support system for pathology.
Mach. Vis. Appl., 1999

Model-Based Training Set Synthesis for Vector Quantization.
Proceedings of the Signal and Image Processing (SIP), 1999

Mean Shift Analysis and Applications.
Proceedings of the International Conference on Computer Vision, 1999

Decision Support System for Multiuser Remote Microscopy in Telepathology.
Proceedings of the 12th IEEE Symposium on Computer-Based Medical Systems (CBMS '99). 18-20 June 1999, 1999

1998
Bimodal system for interactive indexing and retrieval of pathology images.
Proceedings of the Proceedings Fourth IEEE Workshop on Applications of Computer Vision, 1998

Shape-based image indexing and retrieval for diagnostic pathology.
Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998

1997
Robust analysis of feature spaces: color image segmentation.
Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97), 1997

1996
Training set synthesis for entropy-constrained transform vector quantization.
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

Vector quantization clustering using lattice growing search.
Proceedings of the 8th European Signal Processing Conference, 1996


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