Nikos Paragios

Orcid: 0000-0002-9668-4763

According to our database1, Nikos Paragios authored at least 289 papers between 1996 and 2023.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2011, "For contributions to continuous and discrete inference in computer vision".

Timeline

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Bibliography

2023
Single-timepoint low-dimensional characterization and classification of acute versus chronic multiple sclerosis lesions using machine learning.
NeuroImage, 2023

The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data.
CoRR, 2023

StructuRegNet: Structure-Guided Multimodal 2D-3D Registration.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Certification of Deep Learning Models for Medical Image Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

X2Vision: 3D CT Reconstruction from Biplanar X-Rays with Deep Structure Prior.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation.
Proceedings of the Information Processing in Medical Imaging, 2023

2022
Joint Deformable Image Registration and ADC Map Regularization: Application to DWI-Based Lymphoma Classification.
IEEE J. Biomed. Health Informatics, 2022

COMBING: Clustering in Oncology for Mathematical and Biological Identification of Novel Gene Signatures.
IEEE ACM Trans. Comput. Biol. Bioinform., 2022

End-to-End Multi-Slice-to-Volume Concurrent Registration and Multimodal Generation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

Region-Guided CycleGANs for Stain Transfer in Whole Slide Images.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

2021
Deep Multi-Instance Learning Using Multi-Modal Data for Diagnosis of Lymphocytosis.
IEEE J. Biomed. Health Informatics, 2021

AI-driven quantification, staging and outcome prediction of COVID-19 pneumonia.
Medical Image Anal., 2021

MICS : Multi-steps, Inverse Consistency and Symmetric deep learning registration network.
CoRR, 2021

Sparse convolutional context-aware multiple instance learning for whole slide image classification.
CoRR, 2021

Cancer Gene Profiling through Unsupervised Discovery.
CoRR, 2021

High-Particle Simulation of Monte-Carlo Dose Distribution with 3D ConvLSTMs.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

Weakly Supervised Pan-Cancer Segmentation Tool.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

Deep Reinforcement Learning for L3 Slice Localization in Sarcopenia Assessment.
Proceedings of the Machine Learning in Medical Imaging - 12th International Workshop, 2021

Exploring Deep Registration Latent Spaces.
Proceedings of the Domain Adaptation and Representation Transfer, and Affordable Healthcare and AI for Resource Diverse Global Health, 2021

Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Magnetic Resonance Imaging Virtual Histopathology from Weakly Paired Data.
Proceedings of the MICCAI Workshop on Computational Pathology, 2021

SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification.
Proceedings of the MICCAI Workshop on Computational Pathology, 2021

2020
Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation.
Frontiers Comput. Neurosci., 2020

AI-Driven CT-based quantification, staging and short-term outcome prediction of COVID-19 pneumonia.
CoRR, 2020

Self-supervised Nuclei Segmentation in Histopathological Images Using Attention.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

Weakly Supervised Multiple Instance Learning Histopathological Tumor Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

Deep Learning Based Registration Using Spatial Gradients and Noisy Segmentation Labels.
Proceedings of the Segmentation, Classification, and Registration of Multi-modality Medical Imaging Data, 2020

Multimodal Brain Tumor Classification.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2020

Brain Tumor Segmentation with Self-ensembled, Deeply-Supervised 3D U-Net Neural Networks: A BraTS 2020 Challenge Solution.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2020

2019
Weakly Supervised Learning of Metric Aggregations for Deformable Image Registration.
IEEE J. Biomed. Health Informatics, 2019

U-ReSNet: Ultimate Coupling of Registration and Segmentation with Deep Nets.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Gene Expression High-Dimensional Clustering Towards a Novel, Robust, Clinically Relevant and Highly Compact Cancer Signature.
Proceedings of the Bioinformatics and Biomedical Engineering, 2019

Image Registration of Satellite Imagery with Deep Convolutional Neural Networks.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
Graph-Based Slice-to-Volume Deformable Registration.
Int. J. Comput. Vis., 2018

AtlasNet: Multi-atlas Non-linear Deep Networks for Medical Image Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

Linear and Deformable Image Registration with 3D Convolutional Neural Networks.
Proceedings of the Image Analysis for Moving Organ, Breast, and Thoracic Images, 2018

Context Aware 3D CNNs for Brain Tumor Segmentation.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2018

Deep patch-based priors under a fully convolutional encoder-decoder architecture for interstitial lung disease segmentation.
Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

Stacked Encoder-Decoders for Accurate Semantic Segmentation of Very High Resolution Satellite Datasets.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Deforming Autoencoders: Unsupervised Disentangling of Shape and Appearance.
Proceedings of the Computer Vision - ECCV 2018, 2018

Continuous Relaxation of MAP Inference: A Nonconvex Perspective.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

2017
Multitemporal Very High Resolution From Space: Outcome of the 2016 IEEE GRSS Data Fusion Contest.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Slice-to-volume medical image registration: A survey.
Medical Image Anal., 2017

A Discrete MRF Framework for Integrated Multi-Atlas Registration and Segmentation.
Int. J. Comput. Vis., 2017

EnzyNet: enzyme classification using 3D convolutional neural networks on spatial representation.
CoRR, 2017

Deformable Registration Through Learning of Context-Specific Metric Aggregation.
Proceedings of the Machine Learning in Medical Imaging - 8th International Workshop, 2017

Integrating edge/boundary priors with classification scores for building detection in very high resolution data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Alternating Direction Graph Matching.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Newton-Type Methods for Inference in Higher-Order Markov Random Fields.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2016
Graph-Based Registration, Change Detection, and Classification in Very High Resolution Multitemporal Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Higher-Order Graph Principles towards Non-Rigid Surface Registration.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

(Hyper)-graphical models in biomedical image analysis.
Medical Image Anal., 2016

Note Special Issue on Discrete Graphical Models in Biomedical Image Analysis.
Medical Image Anal., 2016

Learning Grammars for Architecture-Specific Facade Parsing.
Int. J. Comput. Vis., 2016

(Hyper)-Graphs Inference through Convex Relaxations and Move Making Algorithms: Contributions and Applications in Artificial Vision.
Found. Trends Comput. Graph. Vis., 2016

State of the Journal.
Comput. Vis. Image Underst., 2016

Comparison of Multi-resolution Analysis Patterns for Texture Classification of Breast Tumors Based on DCE-MRI.
Proceedings of the Machine Learning in Medical Imaging - 7th International Workshop, 2016

Prior-Based Coregistration and Cosegmentation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

Rigid Slice-To-Volume Medical Image Registration Through Markov Random Fields.
Proceedings of the Medical Computer Vision and Bayesian and Graphical Models for Biomedical Imaging, 2016

A Machine Learning Methodology for Enzyme Functional Classification Combining Structural and Protein Sequence Descriptors.
Proceedings of the Bioinformatics and Biomedical Engineering, 2016

Sub-cortical brain structure segmentation using F-CNN'S.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

Simultaneous registration, segmentation and change detection from multisensor, multitemporal satellite image pairs.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Deformable group-wise registration using a physiological model: Application to diffusion-weighted MRI.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Optimal Estimation of Diffusion in DW-MRI by High-Order MRF-Based Joint Deformable Registration and Diffusion Modeling.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

2015
A Framework for Efficient Structured Max-Margin Learning of High-Order MRF Models.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

Guest Editors' Introduction: Special Section on Higher Order Graphical Models in Computer Vision.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

Slice-to-volume deformable registration: efficient one-shot consensus between plane selection and in-plane deformation.
Int. J. Comput. Assist. Radiol. Surg., 2015

Graph-Based Motion-Driven Segmentation of the Carotid Atherosclerotique Plaque in 2D Ultrasound Sequences.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference Munich, Germany, October 5, 2015

Quasi real-time sub-space 3D deformable fusion.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Implicit planar and in-plane deformable mapping in medical images through high order graphs.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Modular linear iconic matching using higher order graphs.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Local atlas selection for discrete multi-atlas segmentation.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Building detection in very high resolution multispectral data with deep learning features.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Simultaneous registration and change detection in multitemporal, very high resolution remote sensing data.
Proceedings of the 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2015

2014
An Explicit Shape-Constrained MRF-Based Contour Evolution Method for 2-D Medical Image Segmentation.
IEEE J. Biomed. Health Informatics, 2014

Concurrent tumor segmentation and registration with uncertainty-based sparse non-uniform graphs.
Medical Image Anal., 2014

Discriminative learning of deformable contour models.
Proceedings of the IEEE 11th International Symposium on Biomedical Imaging, 2014

Discrete Visual Perception.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Efficient and Automated Multimodal Satellite Data Registration through MRFs and Linear Programming.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2014

Discrete Multi Atlas Segmentation using Agreement Constraints.
Proceedings of the British Machine Vision Conference, 2014

2013
Deformable Medical Image Registration: A Survey.
IEEE Trans. Medical Imaging, 2013

Parsing Facades with Shape Grammars and Reinforcement Learning.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Simultaneous Cast Shadows, Illumination and Geometry Inference Using Hypergraphs.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Novel Representations, Methods, and Algorithms in Computer Vision.
Int. J. Comput. Vis., 2013

Markov Random Field modeling, inference & learning in computer vision & image understanding: A survey.
Comput. Vis. Image Underst., 2013

Discriminative Parameter Estimation for Random Walks Segmentation: Technical Report.
CoRR, 2013

Joint Model-Pixel Segmentation with Pose-Invariant Deformable Graph-Priors.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Sparse Classification with MRI Based Markers for Neuromuscular Disease Categorization.
Proceedings of the Machine Learning in Medical Imaging - 4th International Workshop, 2013

Non-rigid 2D-3D Medical Image Registration Using Markov Random Fields.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Discriminative Parameter Estimation for Random Walks Segmentation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Pose Invariant Deformable Shape Priors Using L 1 Higher Order Sparse Graphs.
Proceedings of the Advances in Visual Computing - 9th International Symposium, 2013

A Generic Deformation Model for Dense Non-rigid Surface Registration: A Higher-Order MRF-Based Approach.
Proceedings of the IEEE International Conference on Computer Vision, 2013

Uncertainty-Driven Efficiently-Sampled Sparse Graphical Models for Concurrent Tumor Segmentation and Atlas Registration.
Proceedings of the IEEE International Conference on Computer Vision, 2013

Rapid Mode Estimation for 3D Brain MRI Tumor Segmentation.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2013

Modeling Shapes with Higher-Order Graphs: Methodology and Applications.
Proceedings of the Shape Perception in Human and Computer Vision, 2013

2012
Joint Tumor Segmentation and Dense Deformable Registration of Brain MR Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Similarity-Based Appearance-Prior for Fitting a Subdivision Mesh in Gene Expression Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Compressed Sensing Dynamic Reconstruction in Rotational Angiography.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Prior Knowledge, Random Walks and Human Skeletal Muscle Segmentation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

3D cardiac segmentation with pose-invariant higher-order MRFs.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Discrete symmetric image registration.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Compressed sensing subtracted rotational angiography with multiple sparse penalty.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Manifold-constrained embeddings for the detection of white matter lesions in brain MRI.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Graph-based guide-wire segmentation through fusion of contrast-enhanced and fluoroscopic images.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Automatic skeletal muscle segmentation through random walks and graph-based seed placement.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Bag-of-multimedia-words for image classification.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Image contextual representation and matching through hierarchies and higher order graphs.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Parameter-free/Pareto-driven procedural 3D reconstruction of buildings from ground-level sequences.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Unsupervised co-segmentation through region matching.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Graph-based detection, segmentation & characterization of brain tumors.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Manifold-enhanced Segmentation through Random Walks on Linear Subspace Priors.
Proceedings of the British Machine Vision Conference, 2012

MRF-Based Blind Image Deconvolution.
Proceedings of the Computer Vision - ACCV 2012, 2012

High-Level Bottom-Up Cues for Top-Down Parsing of Facade Images.
Proceedings of the 2012 Second International Conference on 3D Imaging, 2012

2011
Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge.
IEEE Trans. Medical Imaging, 2011

MRF Energy Minimization and Beyond via Dual Decomposition.
IEEE Trans. Pattern Anal. Mach. Intell., 2011

Model-Based 3D Hand Pose Estimation from Monocular Video.
IEEE Trans. Pattern Anal. Mach. Intell., 2011

DRAMMS: Deformable registration via attribute matching and mutual-saliency weighting.
Medical Image Anal., 2011

Learning deformation and structure simultaneously: In situ endograft deformation analysis.
Medical Image Anal., 2011

Automatic inference of articulated spine models in CT images using high-order Markov Random Fields.
Medical Image Anal., 2011

Random Exploration of the Procedural Space for Single-View 3D Modeling of Buildings.
Int. J. Comput. Vis., 2011

Special issue on Optimization for vision, graphics and medical imaging: Theory and applications.
Comput. Vis. Image Underst., 2011

Discrete Minimum Distortion Correspondence Problems for Non-rigid Shape Matching.
Proceedings of the Scale Space and Variational Methods in Computer Vision, 2011

Pose-Invariant 3D Proximal Femur Estimation through Bi-planar Image Segmentation with Hierarchical Higher-Order Graph-Based Priors.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Graph Based Spatial Position Mapping of Low-Grade Gliomas.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Compressed Sensing Based 3D Tomographic Reconstruction for Rotational Angiography.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Graph-Based Geometric-Iconic Guide-Wire Tracking.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Tagged cardiac MR image segmentation using boundary & regional-support and graph-based deformable priors.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Boosted metric learning for 3D multi-modal deformable registration.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Curvilinear structures extraction in cluttered bioimaging data with discrete optimization methods.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Landmark-based segmentation of lungs while handling partial correspondences using sparse graph-based priors.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Viewpoint invariant 3D landmark model inference from monocular 2D images using higher-order priors.
Proceedings of the IEEE International Conference on Computer Vision, 2011

Markov Random Field-based fitting of a subdivision-based geometric atlas.
Proceedings of the IEEE International Conference on Computer Vision, 2011

Efficient parallel message computation for MAP inference.
Proceedings of the IEEE International Conference on Computer Vision, 2011

Intrinsic dense 3D surface tracking.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Shape grammar parsing via Reinforcement Learning.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Illumination estimation and cast shadow detection through a higher-order graphical model.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Landmark/image-based deformable registration of gene expression data.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Optimal similarity registration of volumetric images.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

3D Model-based Reconstruction of the Proximal Femur from Low-dose Biplanar X-Ray Images.
Proceedings of the British Machine Vision Conference, 2011

2010
Image Reconstruction Using Particle Filters and Multiple Hypotheses Testing.
IEEE Trans. Image Process., 2010

Large-Scale Building Reconstruction Through Information Fusion and 3-D Priors.
IEEE Trans. Geosci. Remote. Sens., 2010

Linear intensity-based image registration by Markov random fields and discrete optimization.
Medical Image Anal., 2010

A variational approach to monocular hand-pose estimation.
Comput. Vis. Image Underst., 2010

Markov random field optimization for intensity-based 2D-3D registration.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

3D Knowledge-Based Segmentation Using Pose-Invariant Higher-Order Graphs.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Simultaneous Geometric - Iconic Registration.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Model-Based Multi-view Fusion of Cinematic Flow and Optical Imaging.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Nonlinear Embedding towards Articulated Spine Shape Inference Using Higher-Order MRFs.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Guide-Wire Extraction through Perceptual Organization of Local Segments in Fluoroscopic Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

A kernel-based graphical model for diffusion tensor registration.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Bioluminescence enhancement through fusion of optical imaging and cinematic video flow.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Detecting mutually-salient landmark pairs with MRF regularization.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Image transport regression using mixture of experts and discrete Markov random fields.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Multimodal inference of articulated spine models from higher order energy functions of discrete MRFS.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Robust guidewire segmentation through boosting, clustering and linear programming.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Needle tracking through higher-order MRF optimization.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Estimating Shadows with the Bright Channel Cue.
Proceedings of the Trends and Topics in Computer Vision, 2010

Dense non-rigid surface registration using high-order graph matching.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Segmentation of building facades using procedural shape priors.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Data fusion through cross-modality metric learning using similarity-sensitive hashing.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009
Postarthroplasty Examination Using X-Ray Images.
IEEE Trans. Medical Imaging, 2009

Recognition-Driven Two-Dimensional Competing Priors Toward Automatic and Accurate Building Detection.
IEEE Trans. Geosci. Remote. Sens., 2009

Registration with Uncertainties and Statistical Modeling of Shapes with Variable Metric Kernels.
IEEE Trans. Pattern Anal. Mach. Intell., 2009

Cooperative Object Segmentation and Behavior Inference in Image Sequences.
Int. J. Comput. Vis., 2009

Corrigendum to "Discrete optimization in computer vision" [Comput. Vis. Image Understanding 112 (2008) 1-2].
Comput. Vis. Image Underst., 2009

Scene modeling and change detection in dynamic scenes: A subspace approach.
Comput. Vis. Image Underst., 2009

Sparse and Locally Constant Gaussian Graphical Models.
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

Graphical Models and Deformable Diffeomorphic Population Registration Using Global and Local Metrics.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Surface/Volume-Based Articulated 3D Spine Inference through Markov Random Fields.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Left Ventricle Segmentation Using Diffusion Wavelets and Boosting.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Approximated Curvature Penalty in Non-rigid Registration Using Pairwise MRFs.
Proceedings of the Advances in Visual Computing, 5th International Symposium, 2009

Atlas-Based Deformable Mutual Population Segmentation.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Motion-Based Enhancement of Optical Imaging.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Unsupervised Classification of Skeletal Fibers Using Diffusion Maps.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Linear Image Registration Through MRF Optimization.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Wavelet-Driven Knowledge-Based MRI Calf Muscle Segmentation.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Graph-Based Knowledge-Driven Discrete Segmentation of the Left Ventricle.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Clustering of the Human Skeletal Muscle Fibers Using Linear Programming and Angular Hilbertian Metrics.
Proceedings of the Information Processing in Medical Imaging, 2009

Dense Registration with Deformation Priors.
Proceedings of the Information Processing in Medical Imaging, 2009

Variational model-based 3d building extraction from remote sensing data.
Proceedings of the International Conference on Image Processing, 2009

Segmentation, ordering and multi-object tracking using graphical models.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Single view reconstruction using shape grammars for urban environments.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Hierarchical 3D diffusion wavelet shape priors.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Robust shadow and illumination estimation using a mixture model.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Classification of tensors and fiber tracts using Mercer-kernels encoding soft probabilistic spatial and diffusion information.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Beyond pairwise energies: Efficient optimization for higher-order MRFs.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Discrete tracking of parametrized curves.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Shape priors and discrete MRFs for knowledge-based segmentation.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

MRI Composing for Whole Body Imaging.
Proceedings of the Bildverarbeitung für die Medizin 2009: Algorithmen - Systeme, 2009

2008
Dense image registration through MRFs and efficient linear programming.
Medical Image Anal., 2008

Prior Knowledge, Level Set Representations & Visual Grouping.
Int. J. Comput. Vis., 2008

Discrete optimization in computer vision.
Comput. Vis. Image Underst., 2008

Performance vs computational efficiency for optimizing single and dynamic MRFs: Setting the state of the art with primal-dual strategies.
Comput. Vis. Image Underst., 2008

Clustering via LP-based Stabilities.
Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Deformable Mosaicing for Whole-Body MRI.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Task-Specific Functional Brain Geometry from Model Maps.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Spatiotemporal Decomposition in Object-Space along Reconstruction in Emission Tomography.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Knee reconstruction through efficient linear programming.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Automatic detection of liver tumors.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Support vector driven Markov random fields towards DTI segmentation of the human skeletal muscle.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Conjoint use of coded-aperture collimators and MLEM algorithm: Towards large blood vessels reconstruction at 511 KEV.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Group-wise MDL based registration of small animals in video sequences.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

An Application of Graph Commute Times to Image Indexing.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Finger-spelling recognition within a collaborative segmentation/behavior inference framework.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

Beyond Loose LP-Relaxations: Optimizing MRFs by Repairing Cycles.
Proceedings of the Computer Vision, 2008

Modeling the structure of multivariate manifolds: Shape maps.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Model-based hand tracking with texture, shading and self-occlusions.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Optical flow estimation with uncertainties through dynamic MRFs.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Sparsity, redundancy and optimal image support towards knowledge-based segmentation.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Graph commute times for image representation.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Effiziente nichtlineare Registrierung mittels diskreter Optimierung.
Proceedings of the Bildverarbeitung für die Medizin 2008, 2008

2007
Special issue on spatial coherence for visual motion analysis.
Comput. Vis. Image Underst., 2007

A Variational Framework for the Simultaneous Segmentation and Object Behavior Classification of Image Sequences.
Proceedings of the Scale Space and Variational Methods in Computer Vision, 2007

Uniform and Textured Regions Separation in Natural Images Towards MPM Adaptive Denoising.
Proceedings of the Scale Space and Variational Methods in Computer Vision, 2007

Primal/Dual Linear Programming and Statistical Atlases for Cartilage Segmentation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2007, 10th International Conference, Brisbane, Australia, October 29, 2007

A Convex Semi-definite Positive Framework for DTI Estimation and Regularization.
Proceedings of the Advances in Visual Computing, Third International Symposium, 2007

Expression Mimicking : From 2D Monocular Sequences to 3D Animations.
Proceedings of the Advances in Visual Computing, Third International Symposium, 2007

4D Ventricular Segmentation and Wall Motion Estimation Using Efficient Discrete Optimization.
Proceedings of the Advances in Visual Computing, Third International Symposium, 2007

Comparing morphological levelings constrained by different markers.
Proceedings of the 8th ISMM 2007: Rio de Janeiro, Brazil - Volume 1, 2007

Multi-View Stereo Reconstruction of Total Knee Replacement from X-Rays.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

Locally Adaptive Autoregressive Active Models for Segmentation of 3d Anatomical Structures.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

Inter and Intra-modal Deformable Registration: Continuous Deformations Meet Efficient Optimal Linear Programming.
Proceedings of the Information Processing in Medical Imaging, 2007

Liver Segmentation Using Sparse 3D Prior Models with Optimal Data Support.
Proceedings of the Information Processing in Medical Imaging, 2007

Time-Varying Linear Autoregressive Models for Segmentation.
Proceedings of the International Conference on Image Processing, 2007

Image Denoising Based on Adapted Dictionary Computation.
Proceedings of the International Conference on Image Processing, 2007

From Uncertainties to Statistical Model Building and Segmentation of the Left Ventricle.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Motion Analysis of Endovascular Stent-Grafts by MDL Based Registration.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

MRF Optimization via Dual Decomposition: Message-Passing Revisited.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Fast, Approximately Optimal Solutions for Single and Dynamic MRFs.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Joint Object Segmentation and Behavior Classification in Image Sequences.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Variable Bandwidth Image Denoising Using Image-based Noise Models.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Trajectory-Based Representation of Human Actions.
Proceedings of the Artifical Intelligence for Human Computing, 2007

2006
Shape Registration in Implicit Spaces Using Information Theory and Free Form Deformations.
IEEE Trans. Pattern Anal. Mach. Intell., 2006

Editorial: Special Issue on Vision and Medical Imaging Activities at Siemens Corporate Research.
Int. J. Comput. Vis., 2006

Editorial.
Int. J. Comput. Vis., 2006

Graph-Based Multi-resolution Temporal-Based Face Reconstruction.
Proceedings of the Advances in Visual Computing, Second International Symposium, 2006

Understanding 3D Emotions Through Compact Anthropometric Autoregressive Models.
Proceedings of the Advances in Visual Computing, Second International Symposium, 2006

Uncertainties-driven Surface Morphing: The case of Photo-realistic Transitions between Facial Expressions.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Fast Dichotomic Multiple Search Algorithm for Shortest Cirular Path.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Radon space and Adaboost for Pose Estimation.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Image Renaissance Using Discrete Optimization.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Globally Optimal Active Contours, Sequential Monte Carlo and On-Line Learning for Vessel Segmentation.
Proceedings of the Computer Vision, 2006

Random Walks, Constrained Multiple Hypothesis Testing and Image Enhancement.
Proceedings of the Computer Vision, 2006

Monocular Hand Pose Estimation Using Variable Metric Gradient-Descent.
Proceedings of the British Machine Vision Conference 2006, 2006

On the Representation of Shapes Using Implicit Functions.
Proceedings of the Statistics and Analysis of Shapes, 2006

Curve Propagation, Level Set Methods and Grouping.
Proceedings of the Handbook of Mathematical Models in Computer Vision, 2006

2005
Geodesic active regions and level set methods for motion estimation and tracking.
Comput. Vis. Image Underst., 2005

Uncertainty-Driven Non-parametric Knowledge-Based Segmentation: The Corpus Callosum Case.
Proceedings of the Variational, 2005

Implicit Free-Form-Deformations for Multi-frame Segmentation and Tracking.
Proceedings of the Variational, 2005

Active Shape Models and Segmentation of the Left Ventricle in Echocardiography.
Proceedings of the Scale Space and PDE Methods in Computer Vision, 2005

Particle Filters, a Quasi-Monte Carlo Solution for Segmentation of Coronaries.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2005

Higher order polynomials, free form deformations and optical flow estimation.
Proceedings of the 2005 International Conference on Image Processing, 2005

Modelling Shapes with Uncertainties: Higher Order Polynomials, Variable Bandwidth Kernels and Non Parametric Density Estimation.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

Extraction of Layers of Similar Motion Through Combinatorial Techniques.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2005

Fast Illumination-Invariant Background Subtraction Using Two Views: Error Analysis, Sensor Placement and Applications.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Registration of 3D Angiographic and X-Ray Images Using Sequential Monte Carlo Sampling.
Proceedings of the Computer Vision for Biomedical Image Applications, 2005

2004
Gradient Vector Flow Fast Geometric Active Contours.
IEEE Trans. Pattern Anal. Mach. Intell., 2004

Border Detection on Short Axis Echocardiographic Views Using a Region Based Ellipse-Driven Framework.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004

Implicit Active Shape Models for 3D Segmentation in MR Imaging.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004

Variational Methods and Partial Differential Equations in Cardiac Image Analysis.
Proceedings of the 2004 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2004

Uncalibrated stereo rectification for automatic 3d surveillance.
Proceedings of the 2004 International Conference on Image Processing, 2004

Motion-Based Background Subtraction Using Adaptive Kernel Density Estimation.
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2004), with CD-ROM, 27 June, 2004

2003
Shape-driven Knowledge-based Segmentation and Tracking in Medical Image Analysis Accept with Revisions.
IEEE Trans. Medical Imaging, 2003

Non-rigid registration using distance functions.
Comput. Vis. Image Underst., 2003

User-Aided Boundary Delineation through the Propagation of Implicit Representations.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2003

Establishing Local Correspondences towards Compact Representations of Anatomical Structures.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2003

Background Modeling and Subtraction of Dynamic Scenes.
Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003

2002
Geodesic Active Regions: A New Framework to Deal with Frame Partition Problems in Computer Vision.
J. Vis. Commun. Image Represent., 2002

Geodesic Active Regions and Level Set Methods for Supervised Texture Segmentation.
Int. J. Comput. Vis., 2002

A Variational Approach for the Segmentation of the Left Ventricle in Cardiac Image Analysis.
Int. J. Comput. Vis., 2002

Guest Editorial: Special Issue on Variational and Level Set Methods in Computer Vision.
Int. J. Comput. Vis., 2002

Knowledge-based Registration & Segmentation of the Left Ventricle: A Level Set Approach.
Proceedings of the 6th IEEE Workshop on Applications of Computer Vision (WACV 2002), 2002

Shape Priors for Level Set Representations.
Proceedings of the Computer Vision, 2002

Matching Distance Functions: A Shape-to-Area Variational Approach for Global-to-Local Registration.
Proceedings of the Computer Vision, 2002

2001
Topology Free Hidden Markov Models: Application to Background Modeling.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Gradient Vector Flow Fast Geodesic Active Contours.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

A MRF-Based Approach for Real-Time Subway Monitoring.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

2000
Corrections to 'Geodesic Active Contours and Level Sets for the Detection and Tracking of Moving Objects'.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

Geodesic Active Contours and Level Sets for the Detection and Tracking of Moving Objects.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

Coupled Geodesic Active Regions for Image Segmentation: A Level Set Approach.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

1999
Adaptive detection and localization of moving objects in image sequences.
Signal Process. Image Commun., 1999

Geodesic Active Regions for Supervised Texture Segmentation.
Proceedings of the International Conference on Computer Vision, 1999

Geodesic Active Regions for Motion Estimation and Tracking.
Proceedings of the International Conference on Computer Vision, 1999

Geodesic Active Contours for Supervised Texture Segmentation.
Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

Unifying Boundary and Region-Based Information for Geodesic Active Tracking.
Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

1998
A PDE-Based Level-Set Approach for Detection and Tracking of Moving Objects.
Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

1997
Detecting Multiple Moving Targets Using Deformable Contours.
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

1996
Detection and location of moving objects using deterministic relaxation algorithms.
Proceedings of the 13th International Conference on Pattern Recognition, 1996

Adaptive detection of moving objects using multiscale techniques.
Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996


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