Thierry Bouwmans

113
Documents
Affiliation actuelle
  • Mathématiques, Image et Applications - EA 3165 (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-02560186 v1

Detection of Moving Objects

Thierry Bouwmans
Journal of Imaging, 4 (7), pp.93, 2018, ⟨10.3390/jimaging4070093⟩
N°spécial de revue/special issue hal-02560187 v1

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-02560184 v1

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-02560185 v1

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-02560182 v1

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 hal-02560183 v1

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-02560179 v1

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-04107741 v1

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-05005901 v1

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-03481460 v1

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-03423288 v1

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-02560128 v1

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-02560124 v1

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-02560126 v1

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-01373023 v1

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-01373019 v1

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-01373016 v1

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-01227947 v1

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-01227946 v1

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-01227949 v1

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-00811434 v1

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-00811439 v1

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-00452825 v1

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-04893798 v1

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-04961795 v1

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, pp.1-12. ⟨10.1109/TSIPN.2024.3503416⟩
Article dans une revue hal-04801077 v1

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-04536897 v1

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-04676254 v1

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-04824837 v1

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-03788801 v1
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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-03790483 v1

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-03705490 v1
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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-03603599 v1
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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-03603598 v1

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-02859810 v1
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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-02962156 v1

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-03123563 v1
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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-02560129 v1
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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-02118618 v1
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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-01724317 v1
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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-01891028 v1

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-01891037 v1
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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-01790782 v1
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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-01724322 v1

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 hal-01522843 v1
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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-01580085 v1
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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-01522823 v1

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-01654502 v1
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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-01522832 v1
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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-01522839 v1

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-01077140 v1

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-01077139 v1

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-00811445 v1
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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-00644746 v1
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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-00452820 v1
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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-00534555 v1
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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-00338206 v1
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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
Communication dans un congrès hal-04756448 v1

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-05008691 v1
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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-04368767 v1

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-04536908 v1
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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-04263891 v1
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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⟩
Communication dans un congrès hal-04263887 v1

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-03877636 v1
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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⟩
Communication dans un congrès hal-03841925 v1
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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⟩
Communication dans un congrès hal-03481426 v1

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-03423283 v1

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-03481424 v1

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-03423279 v1
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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⟩
Communication dans un congrès hal-03481427 v1
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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⟩
Communication dans un congrès hal-03423274 v1
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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⟩
Communication dans un congrès hal-02561728 v1

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-02958697 v1

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-03481458 v1

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-02560138 v1

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-02958692 v1

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-02958694 v1

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-02560134 v1

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-02560137 v1

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-01746105 v1

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-01580048 v1

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-01580051 v1

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-01523108 v1

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-01523107 v1

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-01580053 v1

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-01523106 v1

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-01523104 v1
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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-01227956 v1
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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⟩
Communication dans un congrès hal-01227959 v1
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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-01374213 v1
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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-01374216 v1
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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⟩
Communication dans un congrès hal-01227955 v1
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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⟩
Communication dans un congrès hal-01372994 v1
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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⟩
Communication dans un congrès hal-01372997 v1

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-01374214 v1
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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-00809467 v1
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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
Communication dans un congrès hal-00809473 v1
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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-00809469 v1
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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-00809463 v1
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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
Communication dans un congrès hal-00809470 v1

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-00809458 v1
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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
Communication dans un congrès hal-00644743 v1
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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
Communication dans un congrès hal-00536017 v1

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-00452812 v1
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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-00333086 v1
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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-00333094 v1
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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
Communication dans un congrès hal-00340190 v1
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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-00333062 v1
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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
Communication dans un congrès hal-00336512 v1

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-00441983 v1