Thierry Bouwmans

Identifiants chercheurs

IdHAL :

thierry-bouwmans

ORCID :

0000-0003-4018-8856

IdRef :

191905364

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

Ouvrages (2)

Handbook on &quot;Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing Thierry Bouwmans,Necdet Serhat Aybat,El-Hadi Zahzah CRC Press, Taylor and Francis Group, , 2016 Ouvrages hal-01373013v1
Handbook on &quot;Background Modeling and Foreground Detection for Video Surveillance Thierry Bouwmans,Fatih Porikli,Benjamin Höferlin,Antoine Vacavant T. Bouwmans, F. Porikli, B. Hörferlin, A. Vacavant. Taylor and Francis Group, CRC Press, 2014 Ouvrages hal-01228551v1

N°spécial de revue/special issue (7)

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

Chapitre d'ouvrage (21)

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
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 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

Article dans une revue (41)

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
Object Recognition Using Deep Learning‐Powered Glove With Flex and MPU Sensors Fusion Joao Andre Ndombasi Diakusala,Zhigeng Pan,Ginias Lulendo Kiveni,Nenglun Chen,Habachi Bilalet al. Journal of Robotics and Mechatronics, 2026, 2026 (1), ⟨10.1155/joro/6642796⟩ Article dans une revue hal-05569272v1
Moving Vehicle Obstacle Pre-Detection with Telemetry Sensing Signal Prediction by Negative Group Delay Method Blaise Ravelo,Mathieu Guerin,Wenceslas Rahajandraibe,Thierry Bouwmans,Sébastien Lalléchèreet al. IEEE Transactions on Instrumentation and Measurement, 2026, pp.1-1. ⟨10.1109/TIM.2026.3652728⟩ Article dans une revue hal-05457302v1
A Novel Method for Anomaly Detection using Graph Signal Embedding: Application to Anomalous Sound Detection Zied Mnasri,Thierry Bouwmans Expert Systems with Applications, 2026, pp.132278. ⟨10.1016/j.eswa.2026.132278⟩ Article dans une revue hal-05580290v1
Letting ecosystems speak for themselves: An unsupervised methodology for mapping landscape acoustic heterogeneity Nestor Rendon,Maria Guerrero,Camilo Sánchez-Giraldo,Victor Martinez,Carolina Paniagua-Villadaet al. Environmental Modelling and Software, 2025, pp.106373. ⟨10.1016/j.envsoft.2025.106373⟩ Article dans une revue hal-04961795v1
Graph-based Moving Object Segmentation for underwater videos using semi-supervised learning Meghna Kapoor,Wieke Prummel,Jhony Giraldo,Badri Narayan Subudhi,Anastasia Zakharovaet al. Computer Vision and Image Understanding, 2025, 252, pp.104290. ⟨10.1016/j.cviu.2025.104290⟩ Article dans une revue hal-04893798v1
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. Esakkirajanet al. International Journal of Remote Sensing, 2024, pp.1-29. ⟨10.1080/01431161.2024.2431174⟩ Article dans une revue hal-04824837v1
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks Jhony Giraldo,Aref Einizade,Andjela Todorovic,Jhon Castro-Correa,Mohsen Badieyet 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 Ramirezet 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
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
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
A Novel Algorithm Based on a Common Subspace Fusion for Visual Object Tracking Sajid Javed,Arif Mahmood,Ihsan Ullah,Thierry Bouwmans,Majid Khonjiet al. IEEE Access, 2022, 10, pp.24690-24703. ⟨10.1109/ACCESS.2022.3155660⟩ Article dans une revue hal-03603598v1
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
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
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
On the Role and the Importance of Features for Background Modeling and Foreground Detection Thierry Bouwmans,Caroline Silva,Cristina Marghes,Mohamed Sami Zitouni,Harish Bhaskaret al. Computer Science Review, 2018, 28, pp.26-91. ⟨10.1016/j.cosrev.2018.01.004⟩ Article dans une revue hal-01724317v1
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
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
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
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
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
Human Pose Estimation from Monocular Images: A Comprehensive Survey Wenjuan Gong,Xuena Zhang,Jordi Gonzàlez,Andrews Sobral,Thierry Bouwmanset al. Sensors, 2016, 16 (12), ⟨10.3390/s16121966⟩ Article dans une revue hal-01522839v1
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
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
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
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
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

Communication dans un congrès (61)

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
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
Time-varying Signals Recovery via Graph Neural Networks John A Castro-Correa,Jhony H Giraldo,Anindya Mondal,Mohsen Badiey,Thierry Bouwmanset 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
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
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
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⟩ Communication dans un congrès hal-04263887v1
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⟩ Communication dans un congrès hal-03841925v1
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⟩ Communication dans un congrès hal-03877636v1
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⟩ Communication dans un congrès hal-03481426v1
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⟩ Communication dans un congrès hal-03423283v1
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⟩ Communication dans un congrès hal-03481424v1
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⟩ Communication dans un congrès hal-03481427v1
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⟩ Communication dans un congrès hal-03423279v1
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⟩ Communication dans un congrès hal-03423274v1
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⟩ Communication dans un congrès hal-02958697v1
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⟩ Communication dans un congrès hal-02561728v1
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⟩ Communication dans un congrès hal-04163888v1
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⟩ Communication dans un congrès hal-03481458v1
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⟩ Communication dans un congrès hal-02560138v1
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⟩ Communication dans un congrès hal-02958692v1
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⟩ Communication dans un congrès hal-02958694v1
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⟩ Communication dans un congrès hal-02560137v1
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⟩ Communication dans un congrès hal-02560134v1
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 Communication dans un congrès hal-01523107v1
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 Communication dans un congrès hal-01580053v1
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 Communication dans un congrès hal-01580048v1
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 Communication dans un congrès hal-01523106v1
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 Communication dans un congrès hal-01523104v1
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⟩ Communication dans un congrès hal-01374219v1
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
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
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⟩ Communication dans un congrès hal-01227959v1
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⟩ Communication dans un congrès hal-01227955v1
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⟩ Communication dans un congrès hal-01372994v1
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
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⟩ Communication dans un congrès hal-01372997v1
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
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
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⟩ Communication dans un congrès hal-01227954v1
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
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
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
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 Communication dans un congrès hal-00809473v1
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 Communication dans un congrès hal-00809470v1
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
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 Communication dans un congrès hal-00536017v1
Background Modeling via Incremental Maximum Margin Criterion Marghes Cristina,Thierry Bouwmans ACCV 2010 Workshops, Nov 2010, New Zealand. pp.394-403 Communication dans un congrès hal-00644743v1
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⟩ Communication dans un congrès hal-00452812v1
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
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
A Fuzzy Approach for Background Subtraction Fida El Baf,Thierry Bouwmans,Bertrand Vachon ICIP 2008, Oct 2008, San Diego, United States. pp.2648-2651 Communication dans un congrès hal-00340190v1
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
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 Communication dans un congrès hal-00336512v1
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 Communication dans un congrès hal-00441983v1

HDR (1)

De l'importance des méthodes de suppression de fond pour la détection d'objets mobiles dans des vidéos acquises par des cameras fixes : Etat de l'art, Nouvelles Approches et Perspectives Thierry Bouwmans Traitement des images [eess.IV]. Université de La Rochelle, 2014 HDR tel-01654493v1