Thierry Bouwmans

131
Documents
Affiliation actuelle
  • Mathématiques, Image et Applications (MIA)
Contact

Présentation

Thierry Bouwmans is an Associate Professor at the University of La Rochelle, France. His research interests consist mainly in the detection of moving objects in challenging environments as it is a pre-step for behaviour detection in video surveillance. He has recently authored more than 100 papers in refereed international journals and conferences in the field of background modeling and foreground detection, and has co-edited two books in CRC Press (background/foreground separation for video surveillance, robust PCA via decomposition in low rank and sparse matrices). His research investigated particularly the use of fuzzy concepts, discriminative subspace learning models and robust PCA in video surveillance. It also concern full exhaustive surveys on mathematical tools used in foreground/background separation. He has been the lead guest editor of the special issue on “Background Modeling for Foreground Detection in Real-World Dynamic Scenes” in the journal Machine Vision and Applications. He has been the invited talk in the International Workshop on Background Models Challenge at ACCV 2012. He has supervised five Ph.D. students in this field. He is the coordinator of the BGSlibrary and LRS library. He is the creator and the administrator of the Background Subtraction Web Site (33 115 visits and 17 636 visitors). He is a reviewer for prestigious international journals including IEEE (Trans. on Image Processing, Trans. on Multimedia, Trans. on CSVT, etc.), SPRINGER (IJCV, MVA, etc.) and ELSEVIER (CVIU, PR, PRL, etc.), and top-level conferences such as CVPR, ICPR, ICIP, AVSS, etc.

Publications

Publications

Introduction to the Special Issue on Multimodal Machine Learning for Human Behavior Analysis

Shengping Zhang , Huiyu Zhou , Dong Xu , M. Emre Celebi , Thierry Bouwmans

ACM Transactions on Multimedia Computing, Communications and Applications, 16 (1s), pp.1-2, 2020, ⟨10.1145/3381917⟩

N°spécial de revue/special issue hal-02560186v1

Detection of Moving Objects

Thierry Bouwmans

Journal of Imaging, 4 (7), pp.93, 2018, ⟨10.3390/jimaging4070093⟩

N°spécial de revue/special issue hal-02560187v1

Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications [Scanning the Issue]

Namrata Vaswani , Yuejie Chi , Thierry Bouwmans

Proceedings of the IEEE, 106 (8), pp.1274-1276, 2018, ⟨10.1109/JPROC.2018.2853498⟩

N°spécial de revue/special issue hal-02560184v1

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

Thierry Bouwmans , N. Vaswani , P. Rodriguez , R. Vidal , Z. Lin

IEEE Journal of Selected Topics in Signal Processing, 12 (6), pp.1127-1130, 2018, ⟨10.1109/JSTSP.2018.2879245⟩

N°spécial de revue/special issue hal-02560185v1

Editorial–Scene background modeling and initialization

Alfredo Petrosino , Lucia Maddalena , Thierry Bouwmans

Pattern Recognition Letters, 96, pp.1-2, 2017, ⟨10.1016/j.patrec.2017.05.032⟩

N°spécial de revue/special issue istex hal-02560183v1

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

Hongxun Yao , Andrea Cavallaro , Thierry Bouwmans , Zhengyou Zhang

IEEE Transactions on Circuits and Systems for Video Technology, 27 (3), pp.405-408, 2017, ⟨10.1109/TCSVT.2017.2669658⟩

N°spécial de revue/special issue hal-02560182v1

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

Thierry Bouwmans , Jordi Gonzàlez , Caifeng Shan , Massimo Piccardi , Larry Davis

Machine Vision and Applications, 25 (5), pp.1101-1103, 2014, ⟨10.1007/s00138-013-0578-x⟩

N°spécial de revue/special issue hal-02560179v1

Local Change Detection from Video Scene: An End-to-End Encoder–Decoder-Type Deep Neural Network Architecture with Feature Pooling

Manoj Kumar Panda , Badri Narayan Subudhi , Thierry Bouwmans , T. Veerakumar , Vinit Jakheytiya

Pattern Recognition and Computer Vision in the New AI Era, 09, WORLD SCIENTIFIC, pp.461-486, 2025, Series in Computer Vision, ⟨10.1142/9789819807154_0019⟩

Chapitre d'ouvrage hal-05197403v1

Toward a Complete System for Pupil Monitoring Using Deep Learning for Digital Twins

Kamal Sehairi , Patrick Franco , El-Hadi Zahzah , Thierry Bouwmans

Digital Twins and Simulation Technology, 1, Chapman and Hall/CRC, pp.167-185, 2025, ⟨10.1201/9781003582489-12⟩

Chapitre d'ouvrage hal-05115643v1

Toward Graph Refactoring in Latent Space for Underwater Moving Object Detection for Digital Twins

Meghna Kapoor , Badri Narayan Subudhi , Ankur Bansal , Thierry Bouwmans

Digital Twins and Simulation Technology, 1, Chapman and Hall/CRC, pp.150-166, 2025, ⟨10.1201/9781003582489-11⟩

Chapitre d'ouvrage hal-05115642v1

Graph Neural Networks for Moving Objects Detection in Videos

Wieke Prummel , Jhony Giraldo , Anastasia Zakharova , Thierry Bouwmans

Pattern Recognition and Computer Vision in the New AI Era, 09, WORLD SCIENTIFIC, pp.121-143, 2025, Series in Computer Vision, 978-981-98-0714-7. ⟨10.1142/9789819807154_0006⟩

Chapitre d'ouvrage hal-05197402v1

A Transductive and Inductive GNNs for Physical Moving Objects Detection in Surface Scenes for Digital Twins

Wieke Prummel , Jhony Giraldo , Badri Subudhi , Anastasia Zakharova , Thierry Bouwmans

Digital Twins and Simulation Technology, 1, Chapman and Hall/CRC, pp.133-149, 2025, 9781032949390. ⟨10.1201/9781003582489-10⟩

Chapitre d'ouvrage hal-05115640v1

Moving Objects Detection for Video Surveillance Applications in Society 5.0

Wieke Prummel , Anastasia Zakharova , Thierry Bouwmans

Technological Prospects and Social Applications of Society 5.0, 1, Chapman and Hall/CRC, pp.133-144, 2023, ⟨10.1201/9781003324720-12⟩

Chapitre d'ouvrage hal-04107741v1

Real-Time Implementations of Background Subtraction for IoT Applications in Computer Vision and Internet of Things

El-Hadi Zahzah , Thierry Bouwmans , Belmar Garcia-Garcia , Sehairi Kamal

L. Sharma, M. Carpenter, CRC Press, Taylor and Francis Group. Handbook on "Computer Vision and Internet of Things: Technologies and Applications", 1, Chapman and Hall/CRC, 2022, ⟨10.1201/9781003244165⟩

Chapitre d'ouvrage hal-05005901v1

Moving Objects Detection in Video Processing: A Graph Signal Processing Approach for Background Subtraction

Jhony Giraldo , Thierry Bouwmans

Artificial Intelligence, 1, Chapman and Hall/CRC, pp.171-181, 2021, ⟨10.1201/9781003140351-18⟩

Chapitre d'ouvrage hal-03481460v1

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

Sirine Ammar , Thierry Bouwmans , Nizar Zaghden , Mahmoud Neji

Towards Smart World, 1, Chapman and Hall/CRC, pp.289-316, 2020, ⟨10.1201/9781003056751-17⟩

Chapitre d'ouvrage hal-03423288v1

Deep learning based background subtraction : a systematic survey

Jhony H. Giraldo , Huu Ton Le , Thierry Bouwmans

Handbook of Pattern Recognition and Computer Vision, 6, WORLD SCIENTIFIC, pp.51-73, 2020, ⟨10.1142/9789811211072_0003⟩

Chapitre d'ouvrage hal-02560128v1

Visual Surveillance of Human Activities: Background Subtraction Challenges and Methods

Thierry Bouwmans , Belmar Garcia-Garcia

Handbook on “From Visual Surveillance to Internet of Things: technology and applications”, CRC Press, Taylor and Francis Group, 2019

Chapitre d'ouvrage hal-02560124v1

Visual Surveillance of Natural Environments: Background Subtraction Challenges and Methods

Thierry Bouwmans , Belmar Garcia-Garcia

Handbook on “From Visual Surveillance to Internet of Things: technology and applications”, CRC Press, Taylor and Francis Group, 2019

Chapitre d'ouvrage hal-02560126v1

LRSLibrary: Low-Rank and Sparse tools for Background Modeling and Subtraction in Videos

Andrews Sobral , Thierry Bouwmans , El-Hadi Zahzah

CRC Press, Taylor and Francis Group. Handbook on "Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing", , 2016

Chapitre d'ouvrage hal-01373019v1

Stochastic RPCA for Background/Foreground Separation

Sajid Javed , Seon Ho Oh , Thierry Bouwmans , Soon Ki Jung

Handbook on "Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing, CRC Press, Taylor and Francis Group, 2016

Chapitre d'ouvrage hal-01373016v1

Robust Principal Component Analysis via Decomposition into Low-rank and Sparse Matrices: An overview

Thierry Bouwmans , El-Hadi Zahzah

Handbook on "Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing", CRC Press, Taylor and Francis Group, 2016

Chapitre d'ouvrage hal-01373023v1

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

Andrews Sobral , Thierry Bouwmans

Handbook on "Background Modeling and Foreground Detection for Video Surveillance", Chapter 23, , 2014, 9781482205374

Chapitre d'ouvrage hal-01227946v1

Recent Approaches in Background Modeling for Static Cameras

Thierry Bouwmans

Handbook on "Background Modeling and Foreground Detection for Video Surveillance", Chapter 1, CRC Press, 2014, 9781482205374

Chapitre d'ouvrage hal-01227949v1

Traditional Approaches in Background Modeling for Static Cameras

Thierry Bouwmans

Handbook on "Background Modeling and Foreground Detection for Video Surveillance", Chapter 2, , 2014, 9781482205374

Chapitre d'ouvrage hal-01227947v1

Background Subtraction For Visual Surveillance: A Fuzzy Approach

Thierry Bouwmans

Handbook on Soft Computing for Video Surveillance, CRC Press, pp.103-134, 2012, ⟨10.1201/b11631-6⟩

Chapitre d'ouvrage hal-00811434v1

Robust Principal Component Analysis for Background Subtraction: Systematic Evaluation and Comparative Analysis

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

Principal Component Analysis, Book 1, INTECH, pp.223-238, 2012

Chapitre d'ouvrage hal-00811439v1

Statistical Background Modeling for Foreground Detection: A Survey

Thierry Bouwmans , Fida El Baf , Bertrand Vachon

Handbook of Pattern Recognition and Computer Vision, World Scientific Publishing, pp.181-199, 2010

Chapitre d'ouvrage hal-00452825v1

DilatedSkinNet: A feature fusion induced intelligent framework for skin lesion extraction

Ranjita Rout , Priyadarsan Parida , Manoj Kumar Panda , Akshya Kumar Sahoo , Thierry Bouwmans

Biomedical Signal Processing and Control, 2026, 112, pp.108836. ⟨10.1016/j.bspc.2025.108836⟩

Article dans une revue hal-05310977v1

Moving Vehicle Obstacle Pre-Detection with Telemetry Sensing Signal Prediction by Negative Group Delay Method

Blaise Ravelo , Mathieu Guerin , Wenceslas Rahajandraibe , Thierry Bouwmans , Sébastien Lalléchère et al.

IEEE Transactions on Instrumentation and Measurement, 2026, pp.1-1. ⟨10.1109/TIM.2026.3652728⟩

Article dans une revue hal-05457302v1

Graph-based Moving Object Segmentation for underwater videos using semi-supervised learning

Meghna Kapoor , Wieke Prummel , Jhony Giraldo , Badri Narayan Subudhi , Anastasia Zakharova et al.

Computer Vision and Image Understanding, 2025, 252, pp.104290. ⟨10.1016/j.cviu.2025.104290⟩

Article dans une revue hal-04893798v1

Letting ecosystems speak for themselves: An unsupervised methodology for mapping landscape acoustic heterogeneity

Nestor Rendon , Maria Guerrero , Camilo Sánchez-Giraldo , Victor Martinez , Carolina Paniagua-Villada et al.

Environmental Modelling and Software, 2025, pp.106373. ⟨10.1016/j.envsoft.2025.106373⟩

Article dans une revue hal-04961795v1

AI4RDD: Artificial Intelligence and Rare Disease Diagnosis: A proposal to improve the anamnesis process

Serena Lembo , Paola Barra , Luigi Di Biasi , Thierry Bouwmans , Genoveffa Tortora

Image and Vision Computing, 2025, 162, pp.105658. ⟨10.1016/j.imavis.2025.105658⟩

Article dans une revue hal-05311221v1

Long-Term Spatio-Temporal Graph Attention Network for Traffic Forecasting

Brahim Remmouche , Doulkifli Boukraa , Anastasia Zakharova , Thierry Bouwmans , Mokhtar Taffar

Expert Systems with Applications, 2025, pp.128244. ⟨10.1016/j.eswa.2025.128244⟩

Article dans une revue hal-05078274v1

A Multi-scale Contrast Preserving Encoder-Decoder Architecture for Local Change Detection from Thermal Video Scenes

Manoj Kumar Panda , Badri Narayan Subudhi , T. Veerakumar , Vinit Jakhetiya , Thierry Bouwmans

IEEE Transactions on Information Forensics and Security, 2024, pp.1-1. ⟨10.1109/TIFS.2024.3447237⟩

Article dans une revue hal-04676254v1

Robust and efficient FISTA-based method for moving object detection under background movements

Maryam Amoozegar , Masoumeh Akbarizadeh , Thierry Bouwmans

Knowledge-Based Systems, 2024, pp.111765. ⟨10.1016/j.knosys.2024.111765⟩

Article dans une revue hal-04536897v1

HybridGT: An Integration of Graph Transformer and LSTM for Effective Hyperspectral Band Selection

Nagaraju Neela , T. Veerakumar , Manoj Kumar Panda , Badri Narayan Subudhi , S. Esakkirajan et al.

International Journal of Remote Sensing, 2024, pp.1-29. ⟨10.1080/01431161.2024.2431174⟩

Article dans une revue hal-04824837v1
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Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks

Jhony Giraldo , Aref Einizade , Andjela Todorovic , Jhon Castro-Correa , Mohsen Badiey et al.

IEEE Transactions on Signal and Information Processing over Networks, 2024, 11, pp.11-22. ⟨10.1109/TSIPN.2024.3503416⟩

Article dans une revue hal-04801077v1

Uncertainty clustering internal validity assessment using Fréchet distance for unsupervised learning

Nestor Rendon , Jhony H. Giraldo , Thierry Bouwmans , Susana Rodríguez-Buritica , Edison Ramirez et al.

Engineering Applications of Artificial Intelligence, 2023, 124, pp.106635. ⟨10.1016/j.engappai.2023.106635⟩

Article dans une revue hal-04163866v1

Moving objects segmentation using generative adversarial modeling

Maryam Sultana , Arif Mahmood , Thierry Bouwmans , Muhammad Haris Khan , Soon Ki Jung

Neurocomputing, 2022, 506, pp.240-251. ⟨10.1016/j.neucom.2022.07.081⟩

Article dans une revue hal-03788801v1
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Face Identification Using Data Augmentation Based on the Combination of DCGANs and Basic Manipulations

Sirine Ammar , Thierry Bouwmans , Mahmoud Neji

Information, 2022, 13 (8), pp.370. ⟨10.3390/info13080370⟩

Article dans une revue hal-03790483v1

SemiSegSAR: A Semi-supervised Segmentation Algorithm for Ship SAR Images

Marwa Chendeb El Rai , Jhony Giraldo , Mina Al-Saad , Muna Darweech , Thierry Bouwmans

IEEE Geoscience and Remote Sensing Letters, 2022, pp.1-1. ⟨10.1109/LGRS.2022.3185306⟩

Article dans une revue hal-03705490v1
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Reconstruction of Time-varying Graph Signals via Sobolev Smoothness

Jhony Giraldo , Arif Mahmood , Belmar Garcia-Garcia , Dorina Thanou , Thierry Bouwmans

IEEE Transactions on Signal and Information Processing over Networks, 2022, 8, pp.201-214. ⟨10.1109/TSIPN.2022.3156886⟩

Article dans une revue hal-03603599v1
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A Novel Algorithm Based on a Common Subspace Fusion for Visual Object Tracking

Sajid Javed , Arif Mahmood , Ihsan Ullah , Thierry Bouwmans , Majid Khonji et al.

IEEE Access, 2022, 10, pp.24690-24703. ⟨10.1109/ACCESS.2022.3155660⟩

Article dans une revue hal-03603598v1
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Moving objects detection with a moving camera: A comprehensive review

Marie-Neige Chapel , Thierry Bouwmans

Computer Science Review, 2020, 38, pp.100310. ⟨10.1016/j.cosrev.2020.100310⟩

Article dans une revue hal-02962156v1

Deep detector classifier (DeepDC) for moving objects segmentation and classification in video surveillance

Sirine Ammar , Thierry Bouwmans , Nizar Zaghden , Mahmoud Neji

IET Image Processing, 2020, 14 (8), pp.1490-1501. ⟨10.1049/iet-ipr.2019.0769⟩

Article dans une revue hal-02859810v1
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Background subtraction in real applications: Challenges, current models and future directions

Belmar Garcia-Garcia , Thierry Bouwmans , Alberto Jorge Rosales Silva

Computer Science Review, 2020, 35, pp.100204. ⟨10.1016/j.cosrev.2019.100204⟩

Article dans une revue hal-02560129v1

Graph Moving Object Segmentation

Jhony Heriberto Giraldozuluaga , Sajid Javed , Thierry Bouwmans

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020, 44 (5), pp.2485 - 2503. ⟨10.1109/TPAMI.2020.3042093⟩

Article dans une revue hal-03123563v1
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Deep Neural Network Concepts for Background Subtraction: A Systematic Review and Comparative Evaluation

Thierry Bouwmans , Sajid Javed , Maryam Sultana , Ki Jung Soon

Neural Networks, 2019, 117, pp.8-66. ⟨10.1016/j.neunet.2019.04.024⟩

Article dans une revue hal-02118618v1
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On the Role and the Importance of Features for Background Modeling and Foreground Detection

Thierry Bouwmans , Caroline Silva , Cristina Marghes , Mohamed Sami Zitouni , Harish Bhaskar et al.

Computer Science Review, 2018, 28, pp.26-91. ⟨10.1016/j.cosrev.2018.01.004⟩

Article dans une revue hal-01724317v1
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On the Applications of Robust PCA in Image and Video Processing

Thierry Bouwmans , Sajid Javed , Hongyang Zhang , Zhouchen Lin , Ricardo Otazo

Proceedings of the IEEE, 2018, 106 (8), pp.1427 - 1457. ⟨10.1109/JPROC.2018.2853589⟩

Article dans une revue hal-01891028v1

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

Sajid Javed , Arif Mahmood , Somaya Al-Maadeed , Thierry Bouwmans , Soon Ki Jung

IEEE Transactions on Image Processing, 2018, pp.1 - 1. ⟨10.1109/TIP.2018.2874289⟩

Article dans une revue hal-01891037v1
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Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery

Namrata Vaswani , Thierry Bouwmans , Sajid Javed , Praneeth Narayanamurthy

IEEE Signal Processing Magazine, 2018, 35 (4), pp.32-55. ⟨10.1109/MSP.2018.2826566⟩

Article dans une revue hal-01790782v1
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New Trends on Moving Object Detection in Video Images Captured by a moving Camera: A Survey

Mehran Yazdi , Thierry Bouwmans

Computer Science Review, 2018, 28, pp.157-177. ⟨10.1016/j.cosrev.2018.03.001⟩

Article dans une revue hal-01724322v1
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Background-Foreground Modeling Based on Spatiotemporal Sparse Subspace Clustering

Sajid Javed , Arif Mahmood , Thierry Bouwmans , Ki Jung Soon

IEEE Transactions on Image Processing, 2017, 26 (12), pp.5840 - 5854. ⟨10.1109/TIP.2017.2746268⟩

Article dans une revue hal-01580085v1

Scene Background Initialization: a Taxonomy

Thierry Bouwmans , Lucia Maddalena , Alfredo Petrosino

Pattern Recognition Letters, 2017, ⟨10.1016/j.patrec.2016.12.024⟩

Article dans une revue istex hal-01522843v1
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Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset

Thierry Bouwmans , Andrews Sobral , Sajid Javed , Ki Jung Soon , El-Hadi Zahzah

Computer Science Review, 2017, 23, pp.1-71. ⟨10.1016/j.cosrev.2016.11.001⟩

Article dans une revue hal-01522823v1

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

Caroline Silva , Thierry Bouwmans , Carl Frelicot

Pattern Recognition Letters, 2017, 100, pp.144-151. ⟨10.1016/j.patrec.2017.10.034⟩

Article dans une revue hal-01654502v1
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Human Pose Estimation from Monocular Images: A Comprehensive Survey

Wenjuan Gong , Xuena Zhang , Jordi Gonzàlez , Andrews Sobral , Thierry Bouwmans et al.

Sensors, 2016, 16 (12), ⟨10.3390/s16121966⟩

Article dans une revue hal-01522839v1
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Spatiotemporal Low-rank Modeling for Complex Scene Background Initialization

Sajid Javed , Arif Mahmood , Thierry Bouwmans , Soon Ki Jung

IEEE Transactions on Circuits and Systems for Video Technology, 2016, pp.1 - 1. ⟨10.1109/TCSVT.2016.2632302⟩

Article dans une revue hal-01522832v1

Traditional and Recent Approaches in Background Modeling for Foreground Detection: An Overview

Thierry Bouwmans

Computer Science Review, 2014, 11, pp.31-66

Article dans une revue hal-01077140v1

Robust PCA via Principal Component Pursuit: A Review for a Comparative Evaluation in Video Surveillance

Thierry Bouwmans , El-Hadi Zahzah

Computer Vision and Image Understanding, 2014, 122, pp.22-34

Article dans une revue hal-01077139v1

Background Subtraction via Incremental Maximum Margin Criterion: A discriminative approach

Farcas Diana , Marghes Cristina , Thierry Bouwmans

Machine Vision and Applications, 2012, 23 (6), pp.1083-1101. ⟨10.1007/s00138-012-0421-9⟩

Article dans une revue hal-00811445v1
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Recent Advanced Statistical Background Modeling for Foreground Detection - A Systematic Survey

Thierry Bouwmans

Recent Patents on Computer Science, 2011, 4 (3), pp.147-176

Article dans une revue hal-00644746v1
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Modeling of Dynamic Backgrounds by Type-2 Fuzzy Gaussians Mixture Models

Thierry Bouwmans , Fida El Baf

MASAUM Journal of of Basic and Applied Sciences, 2010, 1 (2), pp.265-276

Article dans une revue hal-00452820v1
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Subspace Learning for Background Modeling: A Survey

Thierry Bouwmans

Recent Patent On Computer Science, 2009, 2 (3), pp.223-234

Article dans une revue hal-00534555v1
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Background Modeling using Mixture of Gaussians for Foreground Detection - A Survey

Thierry Bouwmans , Fida El Baf , Bertrand Vachon

Recent Patents on Computer Science, 2008, 1 (3), pp.219-237

Article dans une revue hal-00338206v1

Anomalous Sound Detection Based on Graph Neural Networks for Forest Preservation

Zied Mnasri , Thierry Bouwmans

Workshop on Computational Intelligence, UKCI 2025, Sep 2025, Edinburgh, United Kingdom. pp.438-450, ⟨10.1007/978-3-032-07938-1_37⟩

Communication dans un congrès hal-05452235v1

Accelerating Traditional Object Detection Methods on Sophisticated Embedded Systems

Kamal Sehairi , Abdelkader Bouhafs , Ibtissam Mama Boucherit , Thierry Bouwmans , Fatima Chouireb

International Conference on Intelligent Systems and Pattern Recognition, Jun 2024, Istanbul (Turquie), France. pp.220-234, ⟨10.1007/978-3-031-82153-0_17⟩

Communication dans un congrès hal-05466931v1

Accelerating 4K Morphological Image Operations on PYNQ-Z1 and Kria KV260 FPGA Boards Using the Vitis Vision Library

Kamal Sehairi , Mohammed Redha Bouzidi , Thierry Bouwmans

International Conference on Intelligent Systems, Blockchain, and Communication Technologies, May 2025, Cairo, Egypt, France. pp.1-16, ⟨10.1007/978-3-032-09562-6_1⟩

Communication dans un congrès hal-05466917v1
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Anomalous Sound Detection For Road Surveillance Based On Graph Signal Processing

Zied Mnasri , Jhony Heriberto Giraldo Zuluaga , Thierry Bouwmans

The 32nd European Conference on Signal Processing : EUSIPCO 2024, Aug 2024, Lyon, France. ⟨10.23919/EUSIPCO63174.2024.10715291⟩

Communication dans un congrès hal-04756448v1

Accelerating Image Processing Functions on ZYNQ-FPGA Using the Vitis Vision Library

Kamal Sehairi , Thierry Bouwmans

2024 3rd International Conference on Advanced Electrical Engineering (ICAEE), Nov 2024, Sidi-Bel-Abbes, France. pp.1-6, ⟨10.1109/ICAEE61760.2024.10783257⟩

Communication dans un congrès hal-05008691v1

Higher-Order Sparse Convolutions in Graph Neural Networks

Jhony Giraldo , Sajid Javed , Arif Mahmood , Fragkiskos Malliaros , Thierry Bouwmans

ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2023, Rhodes Island, France. pp.1-5, ⟨10.1109/ICASSP49357.2023.10096494⟩

Communication dans un congrès hal-04536908v1
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Time-varying Signals Recovery via Graph Neural Networks

John A Castro-Correa , Jhony H Giraldo , Anindya Mondal , Mohsen Badiey , Thierry Bouwmans et al.

ICASSP 2023 - IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10096168⟩

Communication dans un congrès hal-04368767v1
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On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks

Jhony H Giraldo , Konstantinos Skianis , Thierry Bouwmans , Fragkiskos D. Malliaros

CIKM 2023 - The 32nd ACM International Conference on Information and Knowledge Management, Oct 2023, Birmingham United Kingdom, United Kingdom. pp.566-576, ⟨10.1145/3583780.3614997⟩

Communication dans un congrès hal-04263891v1
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Higher-order Sparse Convolutions in Graph Neural Networks

Jhony H. Giraldo , Sajid Javed , Arif Mahmood , Fragkiskos D. Malliaros , Thierry Bouwmans

ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing, Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10096494⟩

Communication dans un congrès hal-04368752v1
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Inductive Graph Neural Networks for Moving Object Segmentation

Wieke Prummel , Jhony H. Giraldo , Anastasia Zakharova , Thierry Bouwmans

2023 IEEE International Conference on Image Processing (ICIP), Oct 2023, Kuala Lumpur, Malaysia. pp.2730-2734, ⟨10.1109/ICIP49359.2023.10222668⟩

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Hypergraph Convolutional Networks for Weakly-Supervised Semantic Segmentation

Jhony Giraldo , Vincenzo Scarrica , Antonino Staiano , Francesco Camastra , Thierry Bouwmans

2022 IEEE International Conference on Image Processing (ICIP), Oct 2022, Bordeaux, France. pp.16-20, ⟨10.1109/ICIP46576.2022.9897774⟩

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An End to End Encoder-Decoder Network with Multi-scale Feature Pulling for Detecting Local Changes From Video Scene

Manoj Kumar Panda , Badri Narayan Subudhi , Thierry Bouwmans , Vinit Jakheytiya , T. Veerakumar

2022 18th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Nov 2022, Madrid, Spain. pp.1-8, ⟨10.1109/AVSS56176.2022.9959141⟩

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Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos

Jhony Giraldo , Sajid Javed , Naoufel Werghi , Thierry Bouwmans

2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), Oct 2021, Montreal, Canada. pp.225-233, ⟨10.1109/ICCVW54120.2021.00030⟩

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Background/Foreground Separation: Guided Attention based Adversarial Modeling (GAAM) versus Robust Subspace Learning Methods

Maryam Sultana , Arif Mahmood , Thierry Bouwmans , Muhammad Haris Khan , Soon Ki Jung

2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), Oct 2021, Montreal, Canada. pp.181-188, ⟨10.1109/ICCVW54120.2021.00025⟩

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The Emerging Field of Graph Signal Processing for Moving Object Segmentation

Jhony Heriberto Giraldo Zuluaga , Sajid Javed , Maryam Sultana , Soon Ki Jung , Thierry Bouwmans

International Workshop on Frontiers of Computer Vision, IW-FCV 2021, Feb 2021, Daegu, South Korea. pp.31-45, ⟨10.1007/978-3-030-81638-4_3⟩

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

Maryam Sultana , Thierry Bouwmans , Jhony Heriberto Giraldo Zuluaga , Soon Ki Jung

International Workshop on Frontiers of Computer Vision, IW-FCV 2021, Feb 2021, Daegu, South Korea. pp.3-16, ⟨10.1007/978-3-030-81638-4_1⟩

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

Anindya Mondal , Shashant R , Jhony Giraldo , Thierry Bouwmans , Ananda Chowdhury

2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), Oct 2021, Montreal, Canada. pp.876-884, ⟨10.1109/ICCVW54120.2021.00103⟩

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GraphBGS: Background Subtraction via Recovery of Graph Signals

Jhony H. Giraldo , Thierry Bouwmans

2020 25th International Conference on Pattern Recognition (ICPR), Jan 2021, Milan, Italy. pp.6881-6888, ⟨10.1109/ICPR48806.2021.9412999⟩

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

Jhony Giraldo , Thierry Bouwmans

2020 IEEE International Conference on Image Processing (ICIP), Oct 2020, Abu Dhabi, United Arab Emirates. pp.3224-3228, ⟨10.1109/ICIP40778.2020.9190887⟩

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

François Kasséné Gomis , Thierry Bouwmans , Mamadou Samba Camara , Idy Diop

International Conference on Machine Learning for Networking, MLN 2019, Dec 2019, Paris, France. pp.333-341, ⟨10.1007/978-3-030-45778-5_22⟩

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On the Minimization of Sobolev Norms of Time-Varying Graph Signals: Estimation of New Coronavirus Disease 2019 Cases

Jhony H. Giraldo , Thierry Bouwmans

IEEE International Workshop on Machine Learning for Signal Processing, Sep 2020, Espoo, Finland. pp.1-6, ⟨10.1109/MLSP49062.2020.9231810⟩

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Towards an Effective Approach for Face Recognition with DCGANs Data Augmentation

Sirine Ammar , Thierry Bouwmans , Nizar Zaghden , Mahmoud Neji

International Symposium on Visual Computing, Oct 2020, San Diego, United States. pp.463-475, ⟨10.1007/978-3-030-64556-4_36⟩

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Unsupervised Adversarial Learning for Dynamic Background Modeling

Maryam Sultana , Arif Mahmood , Thierry Bouwmans , Soon Ki Jung

International Workshop on Frontiers of Computer Vision, IW-FCV 2020, Feb 2020, Ibusuki, Japan. ⟨10.1007/978-981-15-4818-5_19⟩

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Dynamic Background Subtraction Using Least Square Adversarial Learning

Maryam Sultana , Arif Mahmood , Thierry Bouwmans , Soon Ki Jung

2020 IEEE International Conference on Image Processing (ICIP), Oct 2020, Abu Dhabi, United Arab Emirates. pp.3204-3208, ⟨10.1109/ICIP40778.2020.9191235⟩

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Dual Information-Based Background Model For Moving Object Detection

Sujoy Madhab Roy , Thierry Bouwmans

2020 IEEE International Conference on Image Processing (ICIP), Oct 2020, Abu Dhabi, United Arab Emirates. pp.3219-3223, ⟨10.1109/ICIP40778.2020.9190811⟩

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Complete Moving Object Detection in the Context of Robust Subspace Learning

Maryam Sultana , Arif Mahmood , Thierry Bouwmans , Soon Ki Jung

2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), Oct 2019, Seoul, South Korea. pp.661-668, ⟨10.1109/ICCVW.2019.00080⟩

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Moving Objects Segmentation Based on DeepSphere in Video Surveillance

Sirine Ammar , Thierry Bouwmans , Nizar Zaghden , Mahmoud Neji

International Symposium on Visual Computing, ISVC 2019, Oct 2019, Tahoe City, United States. pp.307-319, ⟨10.1007/978-3-030-33723-0_25⟩

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Robust PCA and Robust Subspace Tracking: A Comparative Evaluation

Namrata Vaswani , Thierry Bouwmans , Sajid Javed , Praneeth Narayanamurthy

IEEE Statistical Signal Processing Workshop, SSP 2018, Jun 2018, Freiburg, Germany

Communication dans un congrès hal-01746105v1

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

Sajid Javed , Maryam Shah , Thierry Bouwmans , Ki Jung Soon

International Workshop on Background learning for detection and tracking from RGBD videos, ICIAP 2017, Sep 2017, Catania, Italy

Communication dans un congrès hal-01580051v1

Improving OR-PCA via Smoothed Spatially-Consistent Low-rank Modeling for Background Subtraction

Sajid Javed , Thierry Bouwmans , Ki Jung Soon

ACM Symposium on Applied Computing, SAC 2017, Apr 2017, Marrakech, Morocco

Communication dans un congrès hal-01523108v1

SBMI-LTD: Stationary Background Model Initialization based on Low-rank Tensor Decomposition

Sajid Javed , Thierry Bouwmans , Ki Jung Soon

ACM Symposium on Applied Computing, SAC 2017, Apr 2017, Marrakech, Morocco

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Superpixels based Manifold Structured Sparse RPCA for Moving Object Detection

Sajid Javed , Arif Mahmood , Thierry Bouwmans , Ki Jung Soon

International Workshop on Activity Monitoring by Multiple Distributed Sensing, BMVC 2017, Sep 2017, Londres, United Kingdom

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Multi-Feature Fusion Based Background Subtraction For Video Sequences With Strong Background Changes

Zhenkun Huang , Ruimin Hu , Thierry Bouwmans , Shihong Chen

International Conference on Image Processing, ICIP, Sep 2017, Beijing, China

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Motion-Aware Graph Regularized RPCA for Background Modeling of Complex Scenes

Sajid Javed , Ki Jung Soon , Arif Mahmood , Thierry Bouwmans

,Scene Background Modeling Contest, International Conference on Pattern Recognition, ICPR 2016, Dec 2016, Cancun, Mexico

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Online Weighted One-Class Ensemble for Feature Selection in Background/Foreground Separation

Caroline Silva , Thierry Bouwmans , Carl Frélicot

International Conference on Pattern Recognition, ICPR 2016, Dec 2016, Cancun, Mexico. pp.2216-2221

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

Sajid Javed , Thierry Bouwmans , Soon Ki Jung

International Conference in Image Analysis and Applications, ICIAP 2015, Sep 2015, Genova, Italy. pp.340 - 351, ⟨10.1007/978-3-319-23234-8_32⟩

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

Sajid Javed , Seon Ho Oh , Andrews Sobral , Thierry Bouwmans , Soon Ki Jung

Asian Conference on Computer Vision, ACCV 2014, Nov 2015, Singapore, Singapore. pp.284 - 299, ⟨10.1007/978-3-319-16811-1_19⟩

Communication dans un congrès hal-01374213v1
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Depth extended online RPCA with spatiotemporal constraints for robust background subtraction

Sajid Javed , Thierry Bouwmans , Soon Ki Jung

Korea-Japan Workshop on Frontiers of Computer Vision, FCV 2015, Jan 2015, Mokpo, South Korea. pp.1 - 6, ⟨10.1109/FCV.2015.7103745⟩

Communication dans un congrès hal-01374216v1
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Comparison of Matrix Completion Algorithms for Background Initialization in Videos

Andrews Sobral , Thierry Bouwmans , El-Hadi Zahzah

SBMI 2015 Workshop in conjunction with ICIAP 2015, Sep 2015, Genoa, Italy. pp.510-518, ⟨10.1007/978-3-319-23222-5_62⟩

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

Caroline Silva , Thierry Bouwmans , Carl Frélicot

International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISAPP 2015, Mar 2015, Berlin, Germany. ⟨10.5220/0005266303950402⟩

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Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences

Andrews Sobral , Sajid Javed , Soon Ki Jung , Thierry Bouwmans , El-Hadi Zahzah

RSL-CV 2015 in conjunction with ICCV 2015, Dec 2015, Santiago du Chili, Chile. pp.946-953, ⟨10.1109/ICCVW.2015.125⟩

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Stochastic Decomposition into Low Rank and Sparse Tensor for Robust Background Subtraction

Sajid Javed , Thierry Bouwmans , Soon Ki Jung

6th International Conference on Imaging for Crime Prevention and Detection (ICDP 2015), Jul 2015, Londres, United Kingdom. ⟨10.1049/ic.2015.0105⟩

Communication dans un congrès hal-01374218v1
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Background Subtraction via Superpixel-Based Online Matrix Decomposition with Structured Foreground Constraints

Sajid Javed , Seon Ho Oh , Andrews Sobral , Thierry Bouwmans , Soon Ki Jung

RSL-CV 2015 in conjunction with ICCV 2015, Dec 2015, Santiago du Chili, Chile. ⟨10.1109/ICCVW.2015.123⟩

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OR-PCA with Dynamic Feature Selection for Robust Background Subtraction

Sajid Javed , Andrews Sobral , Thierry Bouwmans , Ki Jung Soon

ACM Symposium On Applied Computing, SAC 2015, Apr 2015, Salamanca, Spain

Communication dans un congrès hal-01374214v1
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Double-constrained RPCA based on saliency maps for foreground detection in automated maritime surveillance

Andrews Sobral , Thierry Bouwmans , El-Hadi Zahzah

ISBC 2015 Workshop conjunction with AVSS 2015, Aug 2015, Karlsruhe, Germany. pp.1-6, ⟨10.1109/AVSS.2015.7301753⟩

Communication dans un congrès hal-01227956v1
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Incremental and Multi-feature Tensor Subspace Learning Applied for Background Modeling and Subtraction

Andrews Sobral , Christopher G. Baker , Thierry Bouwmans , El-Hadi Zahzah

International Conference on Image Analysis and Recognition, ICIAR 2014, Oct 2014, Vilamoura, Algarve, Portugal. ⟨10.1007/978-3-319-11758-4_11⟩

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

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

International Symposium on Visual Computing, ISVC 2012, Jul 2012, Greece. pp.665-674

Communication dans un congrès hal-00809469v1
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Foreground Detection by Robust PCA solved via a Linearized Alternating Direction Method

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

International Conference on Image Analysis and Recognition, ICIAR 2012, Jun 2012, Portugal. pp.115-122

Communication dans un congrès hal-00809463v1
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Foreground Detection via Robust Low Rank Matrix Decomposition including Spatio-Temporal Constraint

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

International Workshop on Background Model Challenges, ACCV 2012,, Nov 2012, Daejeon, South Korea. pp.315-320

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

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

International Conference on Image Processing (ICIP), Sep 2012, United States. pp.1225-1228

Communication dans un congrès hal-00809458v1
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Foreground Detection via Robust Low Rank Matrix Factorization including Spatial Constraint with Iterative Reweighted Regression

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

International Conference on Pattern Recognition, ICPR 2012, Nov 2012, Tsukuba, Japan. pp.2805-2808

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

Charles Guyon , Thierry Bouwmans , El-Hadi Zahzah

International Symposium on Visual Computing, ISVC 2012, Jul 2012, Greece. pp.427-436

Communication dans un congrès hal-00809467v1
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Background modeling via a supervised subspace learning

Farcas Diana , Thierry Bouwmans

International Conference on Image, Video Processing and Computer Vision, Jul 2010, Orlando, United States. pp.1-7

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Background Modeling via Incremental Maximum Margin Criterion

Marghes Cristina , Thierry Bouwmans

ACCV 2010 Workshops, Nov 2010, New Zealand. pp.394-403

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Fuzzy Statistical Modeling of Dynamic Backgrounds for Moving Object Detection in Infrared Videos

Fida El Baf , Thierry Bouwmans , Bertrand Vachon

CVPR Workshop: International Workshop on Object Tracking and Classification in and Beyond the Visible Spectrum,, Jun 2009, Miami, United States. pp.60-65, ⟨10.1109/CVPR.2009.5204109⟩

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Fuzzy Integral for Moving Object Detection

Fida El Baf , Thierry Bouwmans , Bertrand Vachon

FUZZ-IEEE 2008, Jun 2008, Hong-Kong, Hong Kong SAR China. pp.1729-1736, ⟨10.1109/FUZZY.2008.4630604⟩

Communication dans un congrès hal-00333086v1
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Foreground Detection using the Choquet Integral

Fida El Baf , Thierry Bouwmans , Bertrand Vachon

9th International Workshop on Image Analysis for Multimedia Interactive Services, May 2008, Klagenfurt, Austria. pp.187-190, ⟨10.1109/WIAMIS.2008.9⟩

Communication dans un congrès hal-00333062v1
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A Fuzzy Approach for Background Subtraction

Fida El Baf , Thierry Bouwmans , Bertrand Vachon

ICIP 2008, Oct 2008, San Diego, United States. pp.2648-2651

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Fuzzy Foreground Detection for Infrared Videos

Fida El Baf , Thierry Bouwmans , Bertrand Vachon

OTCBVS 2008, Jun 2008, Anchorage, United States. pp.1-6, ⟨10.1109/CVPRW.2008.4563057⟩

Communication dans un congrès hal-00333094v1
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Type-2 Fuzzy Mixture of Gaussians Model: Application to Background Modeling

Fida El Baf , Thierry Bouwmans , Bertrand Vachon

ISVC 2008, Dec 2008, Las Vegas, United States. pp.772-781

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Object detection in underwater images

Sébastien Helan , Jean-Christophe Burie , Thierry Bouwmans , Stéphane Bazeille

CMM06, Colloque CARACTERISATION DU MILIEU MARIN, Oct 2006, Brest, France. pp.8

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