Thierry Bouwmans

发表

Visual Surveillance of Human Activities: Background Subtraction Challenges and Methods

Thierry Bouwmans, Belmar García-García, 2019 .

SBMI-LTD: stationary background model initialization based on low-rank tensor decomposition

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2017, SAC.

Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications

René Vidal, Namrata Vaswani, Thierry Bouwmans, 2018, IEEE J. Sel. Top. Signal Process..

Moving Object Detection via Robust Low Rank Matrix Decomposition with IRLS Scheme

Thierry Bouwmans, El-hadi Zahzah, Charles Guyon, 2012, ISVC.

Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications

Namrata Vaswani, Thierry Bouwmans, Yuejie Chi, 2018, Proc. IEEE.

Foreground Detection Using the Choquet Integral

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2008, 2008 Ninth International Workshop on Image Analysis for Multimedia Interactive Services.

Non-parametric Background Segmentation with Feedback and Dynamic Controllers

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Superpixel-based online wagging one-class ensemble for feature selection in foreground/background separation

Thierry Bouwmans, Carl Frélicot, Caroline Silva, 2017, Pattern Recognit. Lett..

GMM Background Modeling Using Divergence-Based Weight Updating

Juan D. Pulgarin-Giraldo, Andrés Marino Álvarez-Meza, Germán Castellanos-Domínguez, 2016, CIARP.

Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery

Sajid Javed, Namrata Vaswani, Thierry Bouwmans, 2017, IEEE Signal Processing Magazine.

Unsupervised Adversarial Learning for Dynamic Background Modeling

Soon Ki Jung, Thierry Bouwmans, Arif Mahmood, 2020, IW-FCV.

Online Weighted One-Class Ensemble for feature selection in background/foreground separation

Thierry Bouwmans, Carl Frélicot, Caroline Silva, 2016, 2016 23rd International Conference on Pattern Recognition (ICPR).

Comparison of Matrix Completion Algorithms for Background Initialization in Videos

Thierry Bouwmans, El-hadi Zahzah, Andrews Sobral, 2015, ICIAP Workshops.

Multi-feature fusion based background subtraction for video sequences with strong background changes

Ruimin Hu, Thierry Bouwmans, Zhenkun Huang, 2017, 2017 IEEE International Conference on Image Processing (ICIP).

Tutorial on Evaluation of Background Subtraction Algorithms

Thierry Bouwmans, Benjamin Laugraud, 2018 .

Fuzzy statistical modeling of dynamic backgrounds for moving object detection in infrared videos

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2009, 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops.

Incremental and Multi-feature Tensor Subspace Learning Applied for Background Modeling and Subtraction

Thierry Bouwmans, El-hadi Zahzah, Christopher G. Baker, 2014, ICIAR.

New trends on moving object detection in video images captured by a moving camera: A survey

Mehran Yazdi, Thierry Bouwmans, M. Yazdi, 2018, Comput. Sci. Rev..

Robust PCA via Principal Component Pursuit: A review for a comparative evaluation in video surveillance

Thierry Bouwmans, El-hadi Zahzah, T. Bouwmans, 2014, Comput. Vis. Image Underst..

Applications of Low-Rank and Sparse Matrix Decompositions in Hyperspectral Video Processing

Thierry Bouwmans, El-hadi Zahzah, Necdet Serhat Aybat, 2016 .

A Fuzzy Background Modeling Approach for Motion Detection in Dynamic Backgrounds

Thierry Bouwmans, Xuebo Zhang, Yongchun Fang, 2012, MMSP 2012.

OR-PCA with dynamic feature selection for robust background subtraction

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2015, SAC.

Dual Information-Based Background Model For Moving Object Detection

Thierry Bouwmans, Sujoy Roy, T. Bouwmans, 2020, 2020 IEEE International Conference on Image Processing (ICIP).

Stochastic RPCA for Background/Foreground Separation

Soon Ki Jung, Sajid Javed, Seon Ho Oh, 2016 .

Appreciation to Journal of Mathematics Imaging and Vision Reviewers

Isabelle Bloch, Michael Breuß, Partha Bhowmick, 2020, Journal of Mathematical Imaging and Vision.

Fuzzy foreground detection for infrared videos

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2008, 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops.

An eXtended Center-Symmetric Local Binary Pattern for Background Modeling and Subtraction in Videos

Thierry Bouwmans, Carl Frélicot, Caroline Silva, 2015, VISAPP.

Moving Object Detection by Robust PCA Solved via a Linearized Symmetric Alternating Direction Method

Thierry Bouwmans, El-hadi Zahzah, Charles Guyon, 2012, ISVC.

Foreground Detection via Robust Low Rank Matrix Decomposition Including Spatio-Temporal Constraint

Thierry Bouwmans, El-hadi Zahzah, Charles Guyon, 2012, ACCV Workshops.

Moving Objects Segmentation Based on DeepSphere in Video Surveillance

Mahmoud Neji, Nizar Zaghden, Thierry Bouwmans, 2019, ISVC.

Robust PCA, Subspace Learning, and Tracking

Sajid Javed, Namrata Vaswani, Thierry Bouwmans, 2017 .

Graph Moving Object Segmentation

Sajid Javed, Thierry Bouwmans, Jhony H. Giraldo, 2020, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Detection of Moving Objects

Thierry Bouwmans, 2018, J. Imaging.

Challenges and Benchmarks: Evaluation of Background Subtraction Algorithms

Thierry Bouwmans, Benjamin Laugraud, 2018 .

Foreground detection based on low-rank and block-sparse matrix decomposition

Thierry Bouwmans, El-hadi Zahzah, Charles Guyon, 2012, 2012 19th IEEE International Conference on Image Processing.

Robust background subtraction to global illumination changes via multiple features-based online robust principal components analysis with Markov random field

Soon Ki Jung, Sajid Javed, Seon Ho Oh, 2015, J. Electronic Imaging.

Applications in Video Surveillance

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Extraction of line segments from fuzzy images

Thierry Bouwmans, A. Bigand, J. P. Dubus, 2001, Pattern Recognit. Lett..

Background subtraction via incremental maximum margin criterion: a discriminative subspace approach

Thierry Bouwmans, Diana Farcas, Cristina Marghes, 2012, Machine Vision and Applications.

Robust PCA by Controlling Sparsity in Model Residuals

Thierry Bouwmans, El-hadi Zahzah, Necdet Serhat Aybat, 2016 .

Background Learning with Support Vectors: Efficient Foreground Detection and Tracking for Automated Visual Surveillance

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

OR-PCA with MRF for Robust Foreground Detection in Highly Dynamic Backgrounds

Soon Ki Jung, Sajid Javed, Seon Ho Oh, 2014, ACCV.

Guest Editorial Introduction to the Special Issue on Group and Crowd Behavior Analysis for Intelligent Multicamera Video Surveillance

Andrea Cavallaro, Hongxun Yao, Zhengyou Zhang, 2017, IEEE Trans. Circuits Syst. Video Technol..

Depth extended online RPCA with spatiotemporal constraints for robust background subtraction

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2015, 2015 21st Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV).

De l'Importance des Methodes de Suppression de Fond Pour la Detection d'Objets Mobiles Dans des Videos Acquises Par des Cameras Fixes: Etat de l'art, Nouvelles Approches et Perspectives

Thierry Bouwmans, 2014 .

Background Subtraction via Superpixel-Based Online Matrix Decomposition with Structured Foreground Constraints

Soon Ki Jung, Sajid Javed, Seon Ho Oh, 2015, 2015 IEEE International Conference on Computer Vision Workshop (ICCVW).

Background–Foreground Modeling Based on Spatiotemporal Sparse Subspace Clustering

Soon Ki Jung, Arif Mahmood, Sajid Javed, 2017, IEEE Transactions on Image Processing.

On the Role and the Importance of Features for Background Modeling and Foreground Detection pdf

Harish Bhaskar, Thierry Bouwmans, Carl Frélicot, 2016, Comput. Sci. Rev..

Background Subtraction in Real Applications: Challenges, Current Models and Future Directions pdf

Thierry Bouwmans, Belmar García García, T. Bouwmans, 2019, Comput. Sci. Rev..

Double-constrained RPCA based on saliency maps for foreground detection in automated maritime surveillance

Thierry Bouwmans, El-hadi Zahzah, Andrews Sobral, 2015, 2015 12th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS).

The detection of moving objects in video by background subtraction using Dempster-Shafer theory

Radu Vasiu, Thierry Bouwmans, El-hadi Zahzah, 2015 .

Fuzzy integral for moving object detection

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2008, 2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence).

Robust PCA and Robust Subspace Tracking: A Comparative Evaluation

Sajid Javed, Namrata Vaswani, Thierry Bouwmans, 2018, 2018 IEEE Statistical Signal Processing Workshop (SSP).

BGS Library: A Library Framework for Algorithm’s Evaluation in Foreground/Background Segmentation

Thierry Bouwmans, Andrews Sobral, T. Bouwmans, 2014 .

Motion-Aware Graph Regularized RPCA for background modeling of complex scenes

Soon Ki Jung, Arif Mahmood, Sajid Javed, 2016, 2016 23rd International Conference on Pattern Recognition (ICPR).

Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2015, Comput. Sci. Rev..

Background modeling via a supervised subspace learning

Thierry Bouwmans, Farcas Diana, T. Bouwmans, 2010 .

Dynamic Background Subtraction Using Least Square Adversarial Learning

Soon Ki Jung, Thierry Bouwmans, Arif Mahmood, 2020, 2020 IEEE International Conference on Image Processing (ICIP).

Background Modeling and Foreground Detection for Video Surveillance

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Alive Fishes Species Characterization from Video Sequences

Thierry Bouwmans, Christophe Saint-Jean, Carl Frélicot, 2002, SSPR/SPR.

Background Model Initialization for Static Cameras

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Improving OR-PCA via smoothed spatially-consistent low-rank modeling for background subtraction

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2017, SAC.

Foreground detection via robust low rank matrix factorization including spatial constraint with Iterative reweighted regression

Thierry Bouwmans, El-hadi Zahzah, Charles Guyon, 2012, Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012).

Traditional and recent approaches in background modeling for foreground detection: An overview

Thierry Bouwmans, T. Bouwmans, 2014, Comput. Sci. Rev..

Semi-Supervised Background Subtraction Of Unseen Videos: Minimization Of The Total Variation Of Graph Signals

Thierry Bouwmans, Jhony H. Giraldo, T. Bouwmans, 2020, 2020 IEEE International Conference on Image Processing (ICIP).

A new stereomatching algorithm based on linear features and the fuzzy integral

Thierry Bouwmans, A. Bigand, J. P. Dubus, 2001, Pattern Recognit. Lett..

From Moving Objects Detection to Classification and Recognition: A Review for Smart Environments

Mahmoud Neji, Nizar Zaghden, Thierry Bouwmans, 2020 .

A fuzzy approach for background subtraction

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2008, 2008 15th IEEE International Conference on Image Processing.

Robust PCA and Robust Subspace Tracking pdf

Sajid Javed, Namrata Vaswani, Thierry Bouwmans, 2017, ArXiv.

Moving Object Detection in Complex Scene Using Spatiotemporal Structured-Sparse RPCA

Soon Ki Jung, Arif Mahmood, Sajid Javed, 2019, IEEE Transactions on Image Processing.

Stochastic decomposition into low rank and sparse tensor for robust background subtraction

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2015, ICDP.

Combining ARF and OR-PCA for Robust Background Subtraction of Noisy Videos

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2015, ICIAP.

Foreground Detection by Robust PCA Solved via a Linearized Alternating Direction Method

Thierry Bouwmans, El-hadi Zahzah, Charles Guyon, 2012, ICIAR.

Non-Parametric GPU Accelerated Background Modeling of Complex Scenes

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Human Pose Estimation from Monocular Images: A Comprehensive Survey

Jordi Gonzàlez, Changhe Tu, Thierry Bouwmans, 2016, Sensors.

Background Modeling via Incremental Maximum Margin Criterion

Thierry Bouwmans, Cristina Marghes, T. Bouwmans, 2010, ACCV Workshops.

Spatiotemporal Low-Rank Modeling for Complex Scene Background Initialization

Soon Ki Jung, Arif Mahmood, Sajid Javed, 2018, IEEE Transactions on Circuits and Systems for Video Technology.

On the Applications of Robust PCA in Image and Video Processing

Sajid Javed, Thierry Bouwmans, Zhouchen Lin, 2018, Proceedings of the IEEE.

Moving Object Detection on RGB-D Videos Using Graph Regularized Spatiotemporal RPCA

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2017, ICIAP Workshops.

Complete Moving Object Detection in the Context of Robust Subspace Learning

Soon Ki Jung, Thierry Bouwmans, Arif Mahmood, 2019, 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW).

Background Subtraction for Visual Surveillance

Thierry Bouwmans, T. Bouwmans, 2012, Handbook of Soft Computing for Video Surveillance.

RGB-D Cameras for Background-Foreground Segmentation

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2015, 2015 IEEE International Conference on Computer Vision Workshop (ICCVW).

Visual Surveillance of Natural Environments: Background Subtraction Challenges and Methods

Thierry Bouwmans, Belmar García-García, 2019 .

Recent Approaches in Background Modeling for Static Cameras

Thierry Bouwmans, T. Bouwmans, 2014 .

Scene background initialization: A taxonomy

Lucia Maddalena, Alfredo Petrosino, Thierry Bouwmans, 2017, Pattern Recognit. Lett..

Modeling of Dynamic Backgrounds by Type-2 Fuzzy Gaussians Mixture Models

Thierry Bouwmans, Fida El Baf, T. Bouwmans, 2010 .

Estimation of the Hidden Message Length in Steganography: A Deep Learning Approach

Thierry Bouwmans, Mamadou Samba Camara, Idy Diop, 2019, MLN.

Comparison of Background Subtraction Methods for a Multimedia Learning Space

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2016, SIGMAP.

Recovering Low-Rank and Sparse Matrices with Missing and Grossly Corrupted Observations

Thierry Bouwmans, El-hadi Zahzah, Necdet Serhat Aybat, 2016 .

Recent Advanced Statistical Background Modeling for Foreground Detection - A Systematic Survey

Thierry Bouwmans, T. Bouwmans, 2011 .

Background Modeling using Mixture of Gaussians for Foreground Detection - A Survey

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2008 .

Deep Neural Network Concepts for Background Subtraction: A Systematic Review and Comparative Evaluation

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2018, Neural Networks.

Moving Objects Detection with a Moving Camera: A Comprehensive Review pdf

Thierry Bouwmans, Marie-Neige Chapel, T. Bouwmans, 2020, Comput. Sci. Rev..

Type-2 Fuzzy Mixture of Gaussians Model: Application to Background Modeling

Thierry Bouwmans, Bertrand Vachon, Fida El Baf, 2008, ISVC.

Special issue on background modeling for foreground detection in real-world dynamic scenes

Larry S. Davis, Massimo Piccardi, Jordi Gonzàlez, 2014, Machine Vision and Applications.

Towards an Effective Approach for Face Recognition with DCGANs Data Augmentation

Mahmoud Neji, Nizar Zaghden, Thierry Bouwmans, 2020, ISVC.

Traditional Approaches in Background Modeling for Static Cameras

Thierry Bouwmans, T. Bouwmans, 2014 .

Ubiquitous Imaging (Light, Thermal, Range, Radar) Sensors for People Detection: An Overview

Thierry Bouwmans, Antoine Vacavant, Fatih Porikli, 2014 .

Editorial-Scene background modeling and initialization

Lucia Maddalena, Alfredo Petrosino, Thierry Bouwmans, 2017, Pattern Recognit. Lett..

Moving Objects Detection in Video Processing:

Thierry Bouwmans, Jhony H. Giraldo, T. Bouwmans, 2021, Artificial Intelligence.

Robust Foreground Segmentation in RGBD Data from Complex Scenes Using Adversarial Networks

Soon Ki Jung, Thierry Bouwmans, Jhony H. Giraldo, 2021, IW-FCV.

Automated Mathematical Equation Structure Discovery for Visual Analysis pdf

Thierry Bouwmans, Antoine Vacavant, Caroline Pacheco do Esp'irito Silva, 2021, 2104.08633.

Moving Object Detection for Event-based Vision using Graph Spectral Clustering

Thierry Bouwmans, Jhony H. Giraldo, Ananda S. Chowdhury, 2021, 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW).

The Emerging Field of Graph Signal Processing for Moving Object Segmentation

Soon Ki Jung, Sajid Javed, Thierry Bouwmans, 2021, IW-FCV.

A Unified View of Nonconvex Heuristic Approach for Low-Rank and Sparse Structure Learning

Thierry Bouwmans, Necdet Serhat Aybat, El-hadi Zahzah, 2016 .

Incremental Methods for Robust Local Subspace Estimation

Thierry Bouwmans, Necdet Serhat Aybat, El-hadi Zahzah, 2016 .

Superpixels based Manifold Structured Sparse RPCA for Moving Object Detection

Arif Mahmood, Sajid Javed, Thierry Bouwmans, 2017 .

Robust Principal Component Analysis

Thierry Bouwmans, Necdet Serhat Aybat, El-hadi Zahzah, 2016 .

Dual Smoothing and Value Function Techniques for Variational Matrix Decomposition

Thierry Bouwmans, Necdet Serhat Aybat, El-hadi Zahzah, 2016 .

Algorithms for Stable PCA

Thierry Bouwmans, Necdet Serhat Aybat, El-hadi Zahzah, 2016 .