Guillermo Sapiro

According to our database1, Guillermo Sapiro authored at least 379 papers between 1993 and 2021.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2014, "For contributions to computational mathematics for computer vision".

Timeline

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Bibliography

2021
Rethinking Shape From Shading for Spoofing Detection.
IEEE Trans. Image Process., 2021

2020
Corrections to "Deep Neural Networks With Random Gaussian Weights: A Universal Classification Strategy?".
IEEE Trans. Signal Process., 2020

Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method.
IEEE Trans. Pattern Anal. Mach. Intell., 2020

Cirrus: A Long-range Bi-pattern LiDAR Dataset.
CoRR, 2020

Using Text to Teach Image Retrieval.
CoRR, 2020

ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution.
CoRR, 2020

Nested Learning For Multi-Granular Tasks.
CoRR, 2020

A Dictionary Approach to Domain-Invariant Learning in Deep Networks.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Instance-based Generalization in Reinforcement Learning.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Attention-Based Network for Weak Labels in Neonatal Seizure Detection.
Proceedings of the Machine Learning for Healthcare Conference, 2020

Minimax Pareto Fairness: A Multi Objective Perspective.
Proceedings of the 37th International Conference on Machine Learning, 2020

Stochastic Conditional Generative Networks with Basis Decomposition.
Proceedings of the 8th International Conference on Learning Representations, 2020

Combining multiple contrasts for improving machine learning-based classification of cervical cancers with a low-cost point-of-care Pocket colposcope.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019
Development of Algorithms for Automated Detection of Cervical Pre-Cancers With a Low-Cost, Point-of-Care, Pocket Colposcope.
IEEE Trans. Biomed. Eng., 2019

Stop Memorizing: A Data-Dependent Regularization Framework for Intrinsic Pattern Learning.
SIAM J. Math. Data Sci., 2019

Fairness With Minimal Harm: A Pareto-Optimal Approach For Healthcare.
CoRR, 2019

Domain-invariant Learning using Adaptive Filter Decomposition.
CoRR, 2019

Scale-Equivariant Neural Networks with Decomposed Convolutional Filters.
CoRR, 2019

Continuous Dice Coefficient: a Method for Evaluating Probabilistic Segmentations.
CoRR, 2019

Multiscale Fluctuation-Based Dispersion Entropy and Its Applications to Neurological Diseases.
IEEE Access, 2019

Adversarially Learned Representations for Information Obfuscation and Inference.
Proceedings of the 36th International Conference on Machine Learning, 2019

RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks.
Proceedings of the 7th International Conference on Learning Representations, 2019

Non-Contact Photoplethysmogram and Instantaneous Heart Rate Estimation from Infrared Face Video.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Range Adaptation for 3D Object Detection in LiDAR.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

SalGaze: Personalizing Gaze Estimation using Visual Saliency.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

2018
Tradeoffs Between Convergence Speed and Reconstruction Accuracy in Inverse Problems.
IEEE Trans. Signal Process., 2018

Estimation of white matter fiber parameters from compressed multiresolution diffusion MRI using sparse Bayesian learning.
NeuroImage, 2018

Learning to Collaborate for User-Controlled Privacy.
CoRR, 2018

Stop memorizing: A data-dependent regularization framework for intrinsic pattern learning.
CoRR, 2018

DNN or k-NN: That is the Generalize vs. Memorize Question.
CoRR, 2018

Liveness Detection Using Implicit 3D Features.
CoRR, 2018

Virtual CNN Branching: Efficient Feature Ensemble for Person Re-Identification.
CoRR, 2018

DCFNet: Deep Neural Network with Decomposed Convolutional Filters.
Proceedings of the 35th International Conference on Machine Learning, 2018

The Learned Inexact Project Gradient Descent Algorithm.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Classifying Pump-Probe Images of Melanocytic Lesions Using the WEYL Transform.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

A Practical Guide to Multi-Image Alignment.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

ForestHash: Semantic Hashing with Shallow Random Forests and Tiny Convolutional Networks.
Proceedings of the Computer Vision - ECCV 2018, 2018

LDMNet: Low Dimensional Manifold Regularized Neural Networks.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

OLÉ: Orthogonal Low-Rank Embedding - A Plug and Play Geometric Loss for Deep Learning.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Natural Human Exploration under Approach and Avoidance Motivation in a Real-Life Spatial Environment.
Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

2017
Robust Large Margin Deep Neural Networks.
IEEE Trans. Signal Process., 2017

Probabilistic fluorescence-based synapse detection.
PLoS Comput. Biol., 2017

Learning to Succeed while Teaching to Fail: Privacy in Closed Machine Learning Systems.
CoRR, 2017

A Sparse Bayesian Learning Algorithm for White Matter Parameter Estimation from Compressed Multi-shell Diffusion MRI.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Learning to Identify While Failing to Discriminate.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Intelligent Synthesis Driven Model Calibration: Framework and Face Recognition Application.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Self-Learning Scene-Specific Pedestrian Detectors Using a Progressive Latent Model.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Deep Video Deblurring for Hand-Held Cameras.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Not Afraid of the Dark: NIR-VIS Face Recognition via Cross-Spectral Hallucination and Low-Rank Embedding.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Generalization Error of Invariant Classifiers.
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017

2016
Compressed Nonnegative Matrix Factorization Is Fast and Accurate.
IEEE Trans. Signal Process., 2016

Data Representation Using the Weyl Transform.
IEEE Trans. Signal Process., 2016

Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy?
IEEE Trans. Signal Process., 2016

Fundamental Limits in Multi-Image Alignment.
IEEE Trans. Signal Process., 2016

A scalable app for measuring autism risk behaviors in young children: A technical validity and feasibility study.
EAI Endorsed Trans. Scalable Inf. Syst., 2016

Graph Matching: Relax at Your Own Risk.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

Dissimilarity-Based Sparse Subset Selection.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

Self-learning Scene-specific Pedestrian Detectors using a Progressive Latent Model.
CoRR, 2016

Fast L1-NMF for Multiple Parametric Model Estimation.
CoRR, 2016

Deep Video Deblurring.
CoRR, 2016

Margin Preservation of Deep Neural Networks.
CoRR, 2016

Low-cost Gaze and Pulse Analysis using RealSense.
EAI Endorsed Trans. Ambient Syst., 2016

RealSense = real heart rate: Illumination invariant heart rate estimation from videos.
Proceedings of the Sixth International Conference on Image Processing Theory, 2016

Tell me where you are and I tell you where you are going: Estimation of dynamic mobility graphs.
Proceedings of the 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), 2016

A short-graph fourier transform via personalized pagerank vectors.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Synthesis-Based Low-Cost Gaze Analysis.
Proceedings of the HCI International 2016 - Posters' Extended Abstracts, 2016

Sparse Models for Intrinsic Shape Correspondence.
Proceedings of the Perspectives in Shape Analysis, 2016

2015
Compressive Sensing by Learning a Gaussian Mixture Model From Measurements.
IEEE Trans. Image Process., 2015

Removing Camera Shake via Weighted Fourier Burst Accumulation.
IEEE Trans. Image Process., 2015

Hand-Held Video Deblurring Via Efficient Fourier Aggregation.
IEEE Trans. Computational Imaging, 2015

Learning Efficient Sparse and Low Rank Models.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

Learning transformations for clustering and classification.
J. Mach. Learn. Res., 2015

Representation using the Weyl Transform.
Proceedings of the 3rd International Conference on Learning Representations, 2015

Random Forests Can Hash.
Proceedings of the 3rd International Conference on Learning Representations, 2015

On the Stability of Deep Networks.
Proceedings of the 3rd International Conference on Learning Representations, 2015

Discriminative Robust Transformation Learning.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Sparse Bayesian Inference of White Matter Fiber Orientations from Compressed Multi-resolution Diffusion MRI.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Robust Prediction of Clinical Deep Brain Stimulation Target Structures via the Estimation of Influential High-Field MR Atlases.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Clinical subthalamic nucleus prediction from high-field brain MRI.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Multi-temporal foreground detection in videos.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Clinical deep brain stimulation region prediction using regression forests from high-field MRI.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Cross-modality pose-invariant facial expression.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Intel realsense = Real low cost gaze.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Geometry-Aware Deep Transform.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Alignment with intra-class structure can improve classification.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Burst deblurring: Removing camera shake through fourier burst accumulation.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

From Local to Global Communities in Large Networks Through Consensus.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

Low-Rank Spatio-Temporal Video Segmentation.
Proceedings of the British Machine Vision Conference 2015, 2015

2014
Image Enhancement and Restoration.
Computer Vision, A Reference Guide, 2014

Inpainting.
Computer Vision, A Reference Guide, 2014

Semiautomatic Segmentation of Brain Subcortical Structures From High-Field MRI.
IEEE J. Biomed. Health Informatics, 2014

Video Compressive Sensing Using Gaussian Mixture Models.
IEEE Trans. Image Process., 2014

A Biclustering Framework for Consensus Problems.
SIAM J. Imaging Sci., 2014

Automatic clustering and population analysis of white matter tracts using maximum density paths.
NeuroImage, 2014

A Complete System for Candidate Polyps Detection in Virtual Colonoscopy.
Int. J. Pattern Recognit. Artif. Intell., 2014

A Bi-clustering Framework for Consensus Problems.
CoRR, 2014

Learning Transformations for Classification Forests.
Proceedings of the 2nd International Conference on Learning Representations, 2014

Sparse similarity-preserving hashing.
Proceedings of the 2nd International Conference on Learning Representations, 2014

On spectral properties for graph matching and graph isomorphism problems.
CoRR, 2014

Intersecting 2D lines: A simple method for detecting vanishing points.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Learning compressed image classification features.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Learning Transformations.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

All for one, one for all: Consensus community detection in networks.
Proceedings of the IEEE International Conference on Acoustics, 2014

Questionnaire simplification for fast risk analysis of children's mental health.
Proceedings of the IEEE International Conference on Acoustics, 2014

Supervised non-euclidean sparse NMF via bilevel optimization with applications to speech enhancement.
Proceedings of the 4th Joint Workshop on Hands-free Speech Communication and Microphone Arrays, 2014

Low-Cost Compressive Sensing for Color Video and Depth.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013
Task-Driven Adaptive Statistical Compressive Sensing of Gaussian Mixture Models.
IEEE Trans. Signal Process., 2013

Deep Learning with Hierarchical Convolutional Factor Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Pushing spatial and temporal resolution for functional and diffusion MRI in the Human Connectome Project.
NeuroImage, 2013

Advances in diffusion MRI acquisition and processing in the Human Connectome Project.
NeuroImage, 2013

Motion Detection in Diffusion MRI via Online ODF Estimation.
Int. J. Biomed. Imaging, 2013

Video Human Segmentation using Fuzzy Object Models and its Application to Body Pose Estimation of Toddlers for Behavior Studies.
CoRR, 2013

Coded aperture compressive temporal imaging
CoRR, 2013

Domain-invariant Face Recognition using Learned Low-rank Transformation.
CoRR, 2013

Learning Robust Subspace Clustering.
CoRR, 2013

Sparse Modeling of Intrinsic Correspondences.
Comput. Graph. Forum, 2013

Magnetic Resonance Field Strength Effects on Diffusion Measures and Brain Connectivity Networks.
Brain Connect., 2013

Importance Sampling Spherical Harmonics to Improve Probabilistic Tractography.
Proceedings of the International Workshop on Pattern Recognition in Neuroimaging, 2013

Supervised Sparse Analysis and Synthesis Operators.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013

Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013

Rich Club Analysis of Structural Brain Connectivity at 7 Tesla Versus 3 Tesla.
Proceedings of the Computational Diffusion MRI and Brain Connectivity, 2013

Bilevel Sparse Models for Polyphonic Music Transcription.
Proceedings of the 14th International Society for Music Information Retrieval Conference, 2013

Locating occupants in preschool classrooms using a multiple RGB-D sensor system.
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2013

Adaptive temporal compressive sensing for video.
Proceedings of the IEEE International Conference on Image Processing, 2013

Gaussian mixture model for video compressive sensing.
Proceedings of the IEEE International Conference on Image Processing, 2013

Fast L1 smoothing splines with an application to Kinect depth data.
Proceedings of the IEEE International Conference on Image Processing, 2013

A Convex Optimization Framework for Active Learning.
Proceedings of the IEEE International Conference on Computer Vision, 2013

Audio restoration from multiple copies.
Proceedings of the IEEE International Conference on Acoustics, 2013

Learnable low rank sparse models for speech denoising.
Proceedings of the IEEE International Conference on Acoustics, 2013

Ants Crawling to Discover the Community Structure in Networks.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2013

Polyps Flagging in Virtual Colonoscopy.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2013

Reflective Symmetry Detection by Rectifying Randomized Correspondences.
Proceedings of the British Machine Vision Conference, 2013

2012
An MDL Framework for Sparse Coding and Dictionary Learning.
IEEE Trans. Signal Process., 2012

Toward Multiple Catheters Detection in Fluoroscopic Image Guided Interventions.
IEEE Trans. Inf. Technol. Biomed., 2012

Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images.
IEEE Trans. Image Process., 2012

Solving Inverse Problems With Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity.
IEEE Trans. Image Process., 2012

Universal Regularizers for Robust Sparse Coding and Modeling.
IEEE Trans. Image Process., 2012

Sparse Representations for Range Data Restoration.
IEEE Trans. Image Process., 2012

A Convex Model for Nonnegative Matrix Factorization and Dimensionality Reduction on Physical Space.
IEEE Trans. Image Process., 2012

Dictionary Learning for Noisy and Incomplete Hyperspectral Images.
SIAM J. Imaging Sci., 2012

Hierarchical topological network analysis of anatomical human brain connectivity and differences related to sex and kinship.
NeuroImage, 2012

Sparse Modeling of Human Actions from Motion Imagery.
Int. J. Comput. Vis., 2012

Computer vision tools for the non-invasive assessment of autism-related behavioral markers
CoRR, 2012

Learning Robust Low-Rank Representations
CoRR, 2012

Are You Imitating Me? Unsupervised Sparse Modeling for Group Activity Analysis from a Single Video
CoRR, 2012

L1 Splines for Robust, Simple, and Fast Smoothing of Grid Data
CoRR, 2012

Semi-Supervised Single- and Multi-Domain Regression with Multi-Domain Training
CoRR, 2012

A nonintrusive system for behavioral analysis of children using multiple RGB+depth sensors.
Proceedings of the IEEE Workshop on Applications of Computer Vision, 2012

Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information.
Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

Topology Constraints in Graphical Models.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Real-time Online Singing Voice Separation from Monaural Recordings Using Robust Low-rank Modeling.
Proceedings of the 13th International Society for Music Information Retrieval Conference, 2012

A variational model for denoising high angular resolution diffusion imaging.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Detecting risk-markers in children in a preschool classroom.
Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2012

Sparse modeling for hyperspectral imagery with LiDAR data fusion for subpixel mapping.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A multi-sensor visual tracking system for behavior monitoring of at-risk children.
Proceedings of the IEEE International Conference on Robotics and Automation, 2012

Learning Efficient Structured Sparse Models.
Proceedings of the 29th International Conference on Machine Learning, 2012

Decoupled coarse-to-fine matching and nonlinear regularization for efficient motion estimation.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

A computer vision approach for the assessment of autism-related behavioral markers.
Proceedings of the 2012 IEEE International Conference on Development and Learning and Epigenetic Robotics, 2012

Gaussian mixture models for score-informed instrument separation.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

LOw-rank data modeling via the minimum description length principle.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Semi-supervised multi-domain regression with distinct training sets.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Adapted statistical compressive sensing: Learning to sense gaussian mixture models.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Simultaneous ODF estimation and tractography in HARDI.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

See all by looking at a few: Sparse modeling for finding representative objects.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

If you are happy and you know it... tweet.
Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

Second-generation sparse modeling: structured and collaborative signal analysis.
Proceedings of the Compressed Sensing, 2012

2011
Statistical Compressed Sensing of Gaussian Mixture Models.
IEEE Trans. Signal Process., 2011

C-HiLasso: A Collaborative Hierarchical Sparse Modeling Framework.
IEEE Trans. Signal Process., 2011

Esophagus Silhouette Extraction and Reconstruction From Fluoroscopic Views for Cardiac Ablation Procedure Guidance.
IEEE Trans. Inf. Technol. Biomed., 2011

Learning Discriminative Sparse Representations for Modeling, Source Separation, and Mapping of Hyperspectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2011

Dimensionality Reduction via Subspace and Submanifold Learning [From the Guest Editors].
IEEE Signal Process. Mag., 2011

Learning Low-Dimensional Signal Models.
IEEE Signal Process. Mag., 2011

A Hough transform global probabilistic approach to multiple-subject diffusion MRI tractography.
Medical Image Anal., 2011

Dependent Hierarchical Beta Process for Image Interpolation and Denoising.
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 2011

DCT image denoising: a simple and effective image denoising algorithm.
Image Process. Line, 2011

A Continuum Mechanical Approach to Geodesics in Shape Space.
Int. J. Comput. Vis., 2011

A Variational Framework for Exemplar-Based Image Inpainting.
Int. J. Comput. Vis., 2011

Online Adaptive Statistical Compressed Sensing of Gaussian Mixture Models
CoRR, 2011

Blind Compressed Sensing Over a Structured Union of Subspaces
CoRR, 2011

Images everywhere: looking for models: technical perspective.
Commun. ACM, 2011

Differential information content in staggered multiple shell hardi measured by the tensor distribution function.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Atlas-based fiber clustering for multi-subject analysis of high angular resolution diffusion imaging tractography.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

3D elastic registration improves HARDI-derived fiber alignment and automated tract clustering.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Sex differences in the human connectome: 4-Tesla high angular resolution diffusion imaging (HARDI) tractography in 234 young adult twins.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

Online motion detection in high angular resolution diffusion imaging.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

On the Integration of Topic Modeling and Dictionary Learning.
Proceedings of the 28th International Conference on Machine Learning, 2011

The Hierarchical Beta Process for Convolutional Factor Analysis and Deep Learning.
Proceedings of the 28th International Conference on Machine Learning, 2011

Hierarchical invariant sparse modeling for image analysis.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Covariate-dependent dictionary learning and sparse coding.
Proceedings of the IEEE International Conference on Acoustics, 2011

Statistical compressive sensing of Gaussian mixture models.
Proceedings of the IEEE International Conference on Acoustics, 2011

Collaborative sources identification in mixed signals via hierarchical sparse modeling.
Proceedings of the IEEE International Conference on Acoustics, 2011

Sparse coding and dictionary learning based on the MDL principle.
Proceedings of the IEEE International Conference on Acoustics, 2011

Efficient matrix completion with Gaussian models.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Simultaneous Object Classification and Segmentation With High-Order Multiple Shape Models.
IEEE Trans. Image Process., 2010

A Comprehensive Framework for Image Inpainting.
IEEE Trans. Image Process., 2010

Introduction to the Special Section on Optimization in Imaging Sciences.
SIAM J. Imaging Sci., 2010

Sparse Representation for Computer Vision and Pattern Recognition.
Proc. IEEE, 2010

Online Learning for Matrix Factorization and Sparse Coding.
J. Mach. Learn. Res., 2010

A Gromov-Hausdorff Framework with Diffusion Geometry for Topologically-Robust Non-rigid Shape Matching.
Int. J. Comput. Vis., 2010

Universal Sparse Modeling
CoRR, 2010

ODF Maxima Extraction in Spherical Harmonic Representation via Analytical Search Space Reduction.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Online orientation distribution function reconstruction in constant solid angle and its application to motion detection in HARDI.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Image modeling and enhancement via structured sparse model selection.
Proceedings of the International Conference on Image Processing, 2010

Nonparametric image interpolation and dictionary learning using spatially-dependent Dirichlet and beta process priors.
Proceedings of the International Conference on Image Processing, 2010

Discriminative sparse representations in hyperspectral imagery.
Proceedings of the International Conference on Image Processing, 2010

Dictionary learning and sparse coding for unsupervised clustering.
Proceedings of the IEEE International Conference on Acoustics, 2010

Hierarchical dictionary learning for invariant classification.
Proceedings of the IEEE International Conference on Acoustics, 2010

Dynamic Color Flow: A Motion-Adaptive Color Model for Object Segmentation in Video.
Proceedings of the Computer Vision - ECCV 2010, 2010

Classification and clustering via dictionary learning with structured incoherence and shared features.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Collaborative hierarchical sparse modeling.
Proceedings of the 44th Annual Conference on Information Sciences and Systems, 2010

2009
Video SnapCut: robust video object cutout using localized classifiers.
ACM Trans. Graph., 2009

Learning to Sense Sparse Signals: Simultaneous Sensing Matrix and Sparsifying Dictionary Optimization.
IEEE Trans. Image Process., 2009

Generalized Newton-Type Methods for Energy Formulations in Image Processing.
SIAM J. Imaging Sci., 2009

Mathematical methods for diffusion MRI processing.
NeuroImage, 2009

New Possibilities with Sobolev Active Contours.
Int. J. Comput. Vis., 2009

Geodesic Matting: A Framework for Fast Interactive Image and Video Segmentation and Matting.
Int. J. Comput. Vis., 2009

Three-dimensional point cloud recognition via distributions of geometric distances.
Graph. Model., 2009

An image processing approach to computing distances between RNA secondary structures dot plots.
Algorithms Mol. Biol., 2009

Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations.
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

Multiple Q-Shell ODF Reconstruction in Q-Ball Imaging.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Reducing Structural Variation to Determine the Genetics of White Matter Integrity Across Hemispheres - A DTI Study of 100 Twins.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

ODF Reconstruction in Q-Ball Imaging with Solid Angle Consideration.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Discriminative <i>k</i>-metrics.
Proceedings of the 26th Annual International Conference on Machine Learning, 2009

Online dictionary learning for sparse coding.
Proceedings of the 26th Annual International Conference on Machine Learning, 2009

Multiple shape models for simultaneous object classification and segmentation.
Proceedings of the International Conference on Image Processing, 2009

Seeing 3D objects in a single 2D image.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Non-local sparse models for image restoration.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Geodesics in Shape Space via Variational Time Discretization.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2009

Exemplar-Based Interpolation of Sparsely Sampled Images.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2009

A Variational Framework for Non-local Image Inpainting.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2009

2008
Sparse Representation for Color Image Restoration.
IEEE Trans. Image Process., 2008

Multiscale Representation and Segmentation of Hyperspectral Imagery Using Geometric Partial Differential Equations and Algebraic Multigrid Methods.
IEEE Trans. Geosci. Remote. Sens., 2008

Statistical Characterization of Protein Ensembles.
IEEE ACM Trans. Comput. Biol. Bioinform., 2008

Message from the Editor-in-Chief.
SIAM J. Imaging Sci., 2008

Robust Foreground Detection In Video Using Pixel Layers.
IEEE Trans. Pattern Anal. Mach. Intell., 2008

Learning Multiscale Sparse Representations for Image and Video Restoration.
Multiscale Model. Simul., 2008

Translated Poisson Mixture Model for Stratification Learning.
Int. J. Comput. Vis., 2008

On geometric variational models for inpainting surface holes.
Comput. Vis. Image Underst., 2008

Supervised Dictionary Learning.
Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Sparse representations for limited data tomography.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

On the non-uniform complexity of brain connectivity.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Segmentation-free measurement of cortical thickness from MRI.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Generalized Newton methods for energy formulations in image procesing.
Proceedings of the International Conference on Image Processing, 2008

Super-resolution texturing for online virtual globes.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2008

3D priors for scene learning from a single view.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2008

Discriminative learned dictionaries for local image analysis.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007
A Geometric Method for Automatic Extraction of Sulcal Fundi.
IEEE Trans. Medical Imaging, 2007

Interactive Image Segmentation via Adaptive Weighted Distances.
IEEE Trans. Image Process., 2007

Video Inpainting Under Constrained Camera Motion.
IEEE Trans. Image Process., 2007

Spatially Coherent Nonlinear Dimensionality Reduction and Segmentation of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2007

Meshless geometric subdivision.
Graph. Model., 2007

From Gigabytes to Bytes: Automated Denoising and Feature Identification in Electron Tomograms of Intact Bacterial Cells.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

Classification, Averaging and Reconstruction of Macromolecules in Electron Tomography.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

Regularization for Inverting the Radon Transform with Wedge Consideration.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

A Graph-Based Foreground Representation and its Application in Example Based People Matching in Video.
Proceedings of the International Conference on Image Processing, 2007

Multiscale Sparse Image Representationwith Learned Dictionaries.
Proceedings of the International Conference on Image Processing, 2007

Distancecut: Interactive Segmentation and Matting of Images and Videos.
Proceedings of the International Conference on Image Processing, 2007

What Can Casual Walkers Tell Us About A 3D Scene?
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

A Variational Framework for Simultaneous Motion Estimation and Restoration of Motion-Blurred Video.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

A Geodesic Framework for Fast Interactive Image and Video Segmentation and Matting.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Regularized Mixed Dimensionality and Density Learning in Computer Vision.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Connecting the Out-of-Sample and Pre-Image Problems in Kernel Methods.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2006
Fast image and video colorization using chrominance blending.
IEEE Trans. Image Process., 2006

Fair polyline networks for constrained smoothing of digital terrain elevation data.
IEEE Trans. Geosci. Remote. Sens., 2006

Statistical Analysis of RNA Backbone.
IEEE ACM Trans. Comput. Biol. Bioinform., 2006

Constrained regularization of digital terrain elevation data.
IEEE Geosci. Remote. Sens. Lett., 2006

O(N) implementation of the fast marching algorithm.
J. Comput. Phys., 2006

Fourth order partial differential equations on general geometries.
J. Comput. Phys., 2006

Stratification Learning: Detecting Mixed Density and Dimensionality in High Dimensional Point Clouds.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

A geometric method for automatic extraction of sulcal fundi.
Proceedings of the 2006 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2006

Computing with Point Cloud Data.
Proceedings of the Statistics and Analysis of Shapes, 2006

PDE-Based Image and Surface Inpainting.
Proceedings of the Handbook of Mathematical Models in Computer Vision, 2006

2005
Is image steganography natural?
IEEE Trans. Image Process., 2005

An Energy-Based Three-Dimensional Segmentation Approach for the Quantitative Interpretation of Electron Tomograms.
IEEE Trans. Image Process., 2005

Fast image and video denoising via nonlocal means of similar neighborhoods.
IEEE Signal Process. Lett., 2005

Distance Functions and Geodesics on Submanifolds of R<sup>d</sup> and Point Clouds.
SIAM J. Appl. Math., 2005

A Theoretical and Computational Framework for Isometry Invariant Recognition of Point Cloud Data.
Found. Comput. Math., 2005

Three-dimensional shape rendering from multiple images.
Graph. Model., 2005

Level Set and PDE Methods for Visualization.
Proceedings of the 16th IEEE Visualization Conference, 2005

Inpainting the colors.
Proceedings of the 2005 International Conference on Image Processing, 2005

Video inpainting of occluding and occluded objects.
Proceedings of the 2005 International Conference on Image Processing, 2005

Tracking of moving objects under severe and total occlusions.
Proceedings of the 2005 International Conference on Image Processing, 2005

2004
Morse description and geometric encoding of digital elevation maps.
IEEE Trans. Image Process., 2004

Morse Description and Morphological Encoding of Continuous Data.
Multiscale Model. Simul., 2004

Area-Based Medial Axis of Planar Curves.
Int. J. Comput. Vis., 2004

Level set and PDE methods for computer graphics.
Proceedings of the 31. International Conference on Computer Graphics and Interactive Techniques, 2004

Comparing Point Clouds.
Proceedings of the Second Eurographics Symposium on Geometry Processing, 2004

A New Approach for 3D Segmentation of Cellular Tomograms Obtained Using Three-Dimensional Electron Microscopy.
Proceedings of the 2004 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2004

Lightfield completion.
Proceedings of the 2004 International Conference on Image Processing, 2004

Automatic image decomposition.
Proceedings of the 2004 International Conference on Image Processing, 2004

Non-photorealistic rendering from multiple images.
Proceedings of the 2004 International Conference on Image Processing, 2004

2003
Texture Synthesis for 3D Shape Representation.
IEEE Trans. Vis. Comput. Graph., 2003

Structure and texture filling-in of missing image blocks in wireless transmission and compression applications.
IEEE Trans. Image Process., 2003

Visualization of high dynamic range images.
IEEE Trans. Image Process., 2003

Simultaneous structure and texture image inpainting.
IEEE Trans. Image Process., 2003

Guest Editorial: Introduction to the Special Issue on Imaging Science.
J. Math. Imaging Vis., 2003

Pre-clinical evaluation of implicit deformable models for three-dimensional segmentation of brain aneurysms from CTA images.
Proceedings of the Medical Imaging 2003: Image Processing, 2003

Three-Dimensional Segmentation of Brain Aneurysms in CTA Using Non-parametric Region-Based Information and Implicit Deformable Models: Method and Evaluation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2003

Inpainting surface holes.
Proceedings of the 2003 International Conference on Image Processing, 2003

Morse description and geometric encoding of DEM data.
Proceedings of the 2003 International Conference on Image Processing, 2003

Color histogram equalization through mesh deformation.
Proceedings of the 2003 International Conference on Image Processing, 2003

Projection based image and video inpainting using wavelets.
Proceedings of the 2003 International Conference on Image Processing, 2003

Image filling-in in a decomposition space.
Proceedings of the 2003 International Conference on Image Processing, 2003

2002
Special Issue on Partial Differential Equations in Image Processing, Computer Vision, and Computer Graphics.
J. Vis. Commun. Image Represent., 2002

Wavelet-domain reconstruction of lost blocks in wireless image transmission and packet-switched networks.
Proceedings of the 2002 International Conference on Image Processing, 2002

Structure and texture filling-in of missing image blocks in wireless transmission and compression.
Proceedings of the 2002 International Conference on Image Processing, 2002

2001
Anisotropic 2D and 3D Averaging of fMRI Signals.
IEEE Trans. Medical Imaging, 2001

Color image enhancement via chromaticity diffusion.
IEEE Trans. Image Process., 2001

Filling-in by joint interpolation of vector fields and gray levels.
IEEE Trans. Image Process., 2001

Evaluation of JPEG-LS, the new lossless and controlled-lossy still image compression standard, for compression of high-resolution elevation data.
IEEE Trans. Geosci. Remote. Sens., 2001

On the computation of the affine skeletons of planar curves and the detection of skew symmetry.
Pattern Recognit., 2001

Crease Enhancement Diffusion.
Comput. Vis. Image Underst., 2001

Missile tracking using knowledge-based adaptive thresholding.
Proceedings of the 2001 International Conference on Image Processing, 2001

Affine Invariant Erosion of 3D Shapes.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

A Variational Model for Filling-In Gray Level and Color Images.
Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Navier-Stokes, Fluid Dynamics, and Image and Video Inpainting.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

2000
Conformal Surface Parameterization for Texture Mapping.
IEEE Trans. Vis. Comput. Graph., 2000

The LOCO-I lossless image compression algorithm: principles and standardization into JPEG-LS.
IEEE Trans. Image Process., 2000

Knowledge-based segmentation of SAR data with learned priors.
IEEE Trans. Image Process., 2000

Morphing Active Contours.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

Call for Papers: Special Issue on Partial Differential Equations in Image Processing, Computer Vision, and Computer Graphics.
J. Vis. Commun. Image Represent., 2000

Special Issue on the Second International Conference on Scale Space Theory in Computer Vision: Guest Editors' Comments.
J. Vis. Commun. Image Represent., 2000

Vector Median Filters, Inf-Sup Operations, and Coupled PDE's: Theoretical Connections.
J. Math. Imaging Vis., 2000

Diffusion of General Data on Non-Flat Manifolds via Harmonic Maps Theory: The Direction Diffusion Case.
Int. J. Comput. Vis., 2000

Image inpainting.
Proceedings of the 27th Annual Conference on Computer Graphics and Interactive Techniques, 2000

Chromaticity Diffusion.
Proceedings of the 2000 International Conference on Image Processing, 2000

Vector Probability Diffusion.
Proceedings of the 2000 International Conference on Image Processing, 2000

Using Anisotropic Diffusion of Probability Maps for Activity Detection in Block-Design Functional MRI.
Proceedings of the 2000 International Conference on Image Processing, 2000

Segmenting Skin Lesions with Partial Differential Equations Based Image Processing Algorithms.
Proceedings of the 2000 International Conference on Image Processing, 2000

Segmentation-Free Skeletonization of Gray-Scale Images via PDE's.
Proceedings of the 2000 International Conference on Image Processing, 2000

Noise-Resistant Affine Skeletons of Planar Curves.
Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

1999
Region Tracking on Level-Sets Methods.
IEEE Trans. Medical Imaging, 1999

Shape preserving local histogram modification.
IEEE Trans. Image Process., 1999

Color and Illuminant Voting.
IEEE Trans. Pattern Anal. Mach. Intell., 1999

A Windows-Based User Friendly System for Image Analysis with Partial Differential Equations.
Proceedings of the Scale-Space Theories in Computer Vision, 1999

Edges as Outliers: Anisotropic Smoothing Using Local Image Statistics.
Proceedings of the Scale-Space Theories in Computer Vision, 1999

Region Tracking on Surfaces Deforming via Level-Sets Methods.
Proceedings of the Scale-Space Theories in Computer Vision, 1999

From LOCO-I to the JPEG-LS Standard.
Proceedings of the 1999 International Conference on Image Processing, 1999

Vector Median Filters, Morphology, and PDE's: Theoretical Connections.
Proceedings of the 1999 International Conference on Image Processing, 1999

Direction Diffusion.
Proceedings of the International Conference on Computer Vision, 1999

1998
Robust anisotropic diffusion.
IEEE Trans. Image Process., 1998

Segmenting Neurons in Electronic Microscopy via Geometric Tracing.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

Knowledge-based Segmentation of SAR Images.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

Morphing Active Contours: A Geometric Approach to Topology-Independent Image Segmentation and Tracking.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

Segmentating Cortical Gray Matter for Functional MRI Visualization.
Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

Bilinear Voting.
Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

Affine Invariant Medial Axis and Skew Symmetry.
Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

1997
Creating Connected Representations of Cortical Gray Matter for Functional MRI Visualization.
IEEE Trans. Medical Imaging, 1997

Invariant Geometric Evolutions of Surfaces and Volumetric Smoothing.
SIAM J. Appl. Math., 1997

Minimal Surfaces Based Object Segmentation.
IEEE Trans. Pattern Anal. Mach. Intell., 1997

A Subdivision Scheme for Continuous-Scale B-Splines and Affine-Invariant Progressive Smoothing.
J. Math. Imaging Vis., 1997

Geodesic Active Contours.
Int. J. Comput. Vis., 1997

Color Snakes.
Comput. Vis. Image Underst., 1997

Contrast Enhancement via Image Evolution Flow.
CVGIP Graph. Model. Image Process., 1997

Robust Anisotropic Diffusion: Connections Between Robust Statistics, Line Processing, and Anisotropic Diffusion.
Proceedings of the Scale-Space Theory in Computer Vision, First International Conference, 1997

Anisotropic Smoothing of Posterior Probabilities.
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

Shape Preserving Local Contrast Enhancement.
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

Robust Anisotropic Diffusion and Sharpening of Scalar and Vector Images.
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

1996
Anisotropic diffusion of multivalued images with applications to color filtering.
IEEE Trans. Image Process., 1996

Vector (self) snakes: a geometric framework for color, texture, and multiscale image segmentation.
Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996

From active contours to anisotropic diffusion: connections between basic PDE's in image processing.
Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996

Anisotropic diffusion of color images.
Proceedings of the Human Vision and Electronic Imaging, 1996

Three Dimensional Object Modeling via Minimal Surfaces.
Proceedings of the Computer Vision, 1996

Loco-I: A Low Complexity, Context-Based, Lossless Image Compression Algorithm.
Proceedings of the 6th Data Compression Conference (DCC '96), Snowbird, Utah, USA, March 31, 1996

Vector-Valued Active Contours.
Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96), 1996

Affine Invariant Detection: Edges, Active Contours, and Segments.
Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96), 1996

1995
Area and Length Preserving Geometric Invariant Scale-Spaces.
IEEE Trans. Pattern Anal. Mach. Intell., 1995

Evolutions of Planar Polygons.
Int. J. Pattern Recognit. Artif. Intell., 1995

Histogram modification via partial differential equations.
Proceedings of the Proceedings 1995 International Conference on Image Processing, 1995

Geometric partial differential equations in image analysis: past, present, and future.
Proceedings of the Proceedings 1995 International Conference on Image Processing, 1995

1994
Differential Invariant Signatures and Flows in Computer Vision: A Symmetry Group Approach.
Proceedings of the Geometry-Driven Diffusion in Computer Vision, 1994

Morphological Image Coding Based on a Geometric Sampling Theorem and a Modified Skeleton Representation.
J. Vis. Commun. Image Represent., 1994

Experiments on Geometric Image Enhancement.
Proceedings of the Proceedings 1994 International Conference on Image Processing, 1994

Area and Lenght Preserving Geometric Invariant Scale-Spaces.
Proceedings of the Computer Vision, 1994

1993
Implementing continuous-scale morphology via curve evolution.
Pattern Recognit., 1993

Affine invariant scale-space.
Int. J. Comput. Vis., 1993


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