2023
The Liver Tumor Segmentation Benchmark (LiTS).
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Medical Image Anal., 2023
Generation of Radiology Findings in Chest X-Ray by Leveraging Collaborative Knowledge.
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CoRR, 2023
2022
Self-supervised Learning from 100 Million Medical Images.
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CoRR, 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.
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Medical Image Anal., 2021
2020
Machine Learning Automatically Detects COVID-19 using Chest CTs in a Large Multicenter Cohort.
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CoRR, 2020
3D Tomographic Pattern Synthesis for Enhancing the Quantification of COVID-19.
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CoRR, 2020
Quantification of Tomographic Patterns associated with COVID-19 from Chest CT.
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CoRR, 2020
One-to-one Mapping for Unpaired Image-to-image Translation.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2020
Learning A Self-Inverse Network for Bidirectional Mri Image Synthesis.
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
Towards Learning a Self-inverse Network for Bidirectional Image-to-image Translation.
CoRR, 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
Tumor Burden Assessment In Lymphoma Patients: Hierarchical Analysis Of Whole Body CT.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019
3D Organ Shape Reconstruction from Topogram Images.
Proceedings of the Information Processing in Medical Imaging, 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.
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CoRR, 2018
Learning to recognize Abnormalities in Chest X-Rays with Location-Aware Dense Networks.
CoRR, 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
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
Automatic Liver Segmentation Using an Adversarial Image-to-Image Network.
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
Efficient Medical Image Parsing.
Proceedings of the Deep Learning for Medical Image Analysis, 1st Edition, 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.
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Medical Image Anal., 2016
Shaping the future through innovations: From medical imaging to precision medicine.
Medical Image Anal., 2016
Personalized Computer Simulation of Diastolic Function in Heart Failure.
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Genom. Proteom. Bioinform., 2016
An Artificial Agent for Anatomical Landmark Detection in Medical Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016
Enhancing Place Recognition Using Joint Intensity - Depth Analysis and Synthetic Data.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016
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.
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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
2014
Data-driven estimation of cardiac electrical diffusivity from 12-lead ECG signals.
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Medical Image Anal., 2014
Estimation of Regional Electrical Properties of the Heart from 12-Lead ECG and Images.
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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.
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Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014
Automatic image-to-model framework for patient-specific electromechanical modeling of the heart.
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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
2013
Two-Tone Phase Delay Control of Center Frequency and Bandwidth in Low-Noise-Amplifier RF Front Ends.
IEEE Trans. Circuits Syst. II Express Briefs, 2013
Novel centre frequency and bandwidth control of RF LNA using two-tones phase delay.
Proceedings of the IEEE 56th International Midwest Symposium on Circuits and Systems, 2013
Fast Data-Driven Calibration of a Cardiac Electrophysiology Model from Images and ECG.
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Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013
A Framework for the Pre-clinical Validation of LBM-EP for the Planning and Guidance of Ventricular Tachycardia Ablation.
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Proceedings of the Statistical Atlases and Computational Models of the Heart. Imaging and Modelling Challenges, 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.
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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
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
Comparative Analysis of Tunable Q-Enhancement Filter Cell Topologies in a 2.4 GHz LNA.
Circuits Syst. Signal Process., 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
Automatic Detection and Quantification of Mitral Regurgitation on TTE with Application to Assist Mitral Clip Planning and Evaluation.
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Proceedings of the Clinical Image-Based Procedures. From Planning to Intervention, 2012
Model-based flow quantification using conditional random fields with global preferences.
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.
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Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012
2011
Prediction Based Collaborative Trackers (PCT): A Robust and Accurate Approach Toward 3D Medical Object Tracking.
IEEE Trans. Medical Imaging, 2011
Machine learning based vesselness measurement for coronary artery segmentation in cardiac CT volumes.
Proceedings of the Medical Imaging 2011: Image Processing, 2011
Simultaneous detection of landmarks and key-frame in cardiac perfusion MRI using a joint spatial-temporal context model.
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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
Robust Physically-Constrained Modeling of the Mitral Valve and Subvalvular Apparatus.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 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.
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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
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
Patient-Specific Model of Left Heart Anatomy, Dynamics and Hemodynamics from 4D TEE: A First Validation Study.
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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
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
Automatic Aorta Segmentation and Valve Landmark Detection in C-Arm CT: Application to Aortic Valve Implantation.
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
Patient-Specific Modeling of the Heart: Applications to Cardiovascular Disease Management.
Proceedings of the Statistical Atlases and Computational Models of the Heart, 2010
Computational Decision Support for Percutaneous Aortic Valve Implantation.
Proceedings of the Medical Imaging and Augmented Reality - 5th International Workshop, 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
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
Shape-based diagnosis of the aortic valve.
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
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
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
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
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
Four-chamber heart modeling and automatic segmentation for 3D cardiac CT volumes.
Proceedings of the Medical Imaging 2008: Image Processing, 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
AutoMPR: Automatic detection of standard planes in 3D echocardiography.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 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
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
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
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
2 GHz$rm Q$-Enhanced Active Filter With Low Passband Distortion and High Dynamic Range.
IEEE J. Solid State Circuits, 2006
Pairwise Active Appearance Model and Its Application to Echocardiography Tracking.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2006
Example Based Non-rigid Shape Detection.
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
2005
Image mining for investigative pathology using optimized feature extraction and data fusion.
Comput. Methods Programs Biomed., 2005
Image Based Regression Using Boosting Method.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 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
2004
Point Matching under Large Image Deformations and Illumination Changes.
IEEE Trans. Pattern Anal. Mach. Intell., 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
Multi-model Component-Based Tracking Using Robust Information Fusion.
Proceedings of the Statistical Methods in Video Processing, 2004
2003
Tunable coupled inductor Q-enhancement for parallel resonant LC tanks.
IEEE Trans. Circuits Syst. II Express Briefs, 2003
A 0.28µm CMOS Bluetooth Frequency Synthesizer for Integration with a Bluetooth SOC Reference Platform.
Proceedings of the 3rd IEEE International Workshop on System-on-Chip for Real-Time Applications (IWSOC'03), 30 June, 2003
Mean Shift Based Clustering in High Dimensions: A Texture Classification Example.
Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003
2002
Synergism in Low Level Vision.
Proceedings of the 16th International Conference on Pattern Recognition, 2002
Balanced Recovery of 3D Structure and Camera Motion from Uncalibrated Image Sequences.
Proceedings of the Computer Vision, 2002
2001
Edge Detection with Embedded Confidence.
IEEE Trans. Pattern Anal. Mach. Intell., 2001
A Versatile Method for Trifocal Tensor Estimation.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001
2000
Performance Analysis in Content-Based Retrieval with Textures.
Proceedings of the 15th International Conference on Pattern Recognition, 2000
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