Nombre de documents

53

Thierry BOUWMANS


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 35 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.


Ouvrage (y compris édition critique et traduction)2 documents

Chapitre d'ouvrage9 documents

Article dans une revue12 documents

  • Thierry Bouwmans, Andrews Sobral, Sajid Javed, Ki Jung Soon, El-Hadi Zahzah. Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset. Computer Science Review, Elsevier, 2017, 23, pp.1-71. 〈http://www.sciencedirect.com/science/article/pii/S1574013715300459〉. 〈hal-01522823〉
  • Sajid Javed, Thierry Bouwmans, Arif Mahmood, Ki Jung Soon. Background-Foreground Modeling Based on Spatiotemporal Sparse Subspace Clustering. IEEE Transactions on Image Processing, Institute of Electrical and Electronics Engineers, 2017. 〈hal-01580085〉
  • Thierry Bouwmans, Lucia Maddalena, Alfredo Petrosino. Scene Background Initialization: a Taxonomy. Pattern Recognition Letters, Elsevier, 2017. 〈hal-01522843〉
  • Sajid Javed, Arif Mahmood, Thierry Bouwmans, Ki Jung Soon. Spatiotemporal Low-rank Modeling for Complex Scene Background Initialization. IEEE Transactions on Circuits and Systems for Video Technology, Institute of Electrical and Electronics Engineers, 2016. 〈hal-01522832〉
  • Wenjuan Gong, Xuena Zhang, Jordi Gonzàlez, Andrews Sobral, Thierry Bouwmans, et al.. Human Pose Estimation from Monocular Images: A Comprehensive Survey. Sensors, MDPI, 2016, 〈http://www.mdpi.com/1424-8220/16/12/1966〉. 〈hal-01522839〉
  • Thierry Bouwmans. Traditional and Recent Approaches in Background Modeling for Foreground Detection: An Overview. Computer Science Review, Elsevier, 2014, 11, pp.31-66. 〈hal-01077140〉
  • Thierry Bouwmans, El-Hadi Zahzah. Robust PCA via Principal Component Pursuit: A Review for a Comparative Evaluation in Video Surveillance. Computer Vision and Image Understanding, Elsevier, 2014, 122, pp.22-34. 〈hal-01077139〉
  • Farcas Diana, Marghes Cristina, Thierry Bouwmans. Background Subtraction via Incremental Maximum Margin Criterion: A discriminative approach. Machine Vision and Applications, Springer Verlag, 2012, 23 (6), pp.1083-1101. 〈10.1007%2Fs00138-012-0421-9〉. 〈hal-00811445〉
  • Thierry Bouwmans. Recent Advanced Statistical Background Modeling for Foreground Detection - A Systematic Survey. Recent Patents on Computer Science, Bentham Science Publishers, 2011, 4 (3), pp.147-176. 〈hal-00644746〉
  • Thierry Bouwmans, Fida El Baf. Modeling of Dynamic Backgrounds by Type-2 Fuzzy Gaussians Mixture Models. MASAUM Journal of of Basic and Applied Sciences, 2010, 1 (2), pp.265-276. 〈hal-00452820〉
  • Thierry Bouwmans. Subspace Learning for Background Modeling: A Survey. Recent Patent On Computer Science, 2009, 2 (3), pp.223-234. 〈hal-00534555〉
  • Thierry Bouwmans, Fida El Baf, Bertrand Vachon. Background Modeling using Mixture of Gaussians for Foreground Detection - A Survey. Recent Patents on Computer Science, Bentham Science Publishers, 2008, 1 (3), pp.219-237. 〈hal-00338206〉

Communication dans un congrès30 documents

  • Sajid Javed, Thierry Bouwmans, Ki Jung Soon. SBMI-LTD: Stationary Background Model Initialization based on Low-rank Tensor Decomposition. ACM Symposium on Applied Computing, SAC 2017, Apr 2017, Marrakech, Morocco. 〈hal-01523107〉
  • Sajid Javed, Arif Mahmood, Thierry Bouwmans, Ki Jung Soon. Superpixels based Manifold Structured Sparse RPCA for Moving Object Detection. International Workshop on Activity Monitoring by Multiple Distributed Sensing, BMVC 2017, Sep 2017, Londres, United Kingdom. 〈hal-01580053〉
  • Sajid Javed, Thierry Bouwmans, Ki Jung Soon. Improving OR-PCA via Smoothed Spatially-Consistent Low-rank Modeling for Background Subtraction. ACM Symposium on Applied Computing, SAC 2017, Apr 2017, Marrakech, Morocco. 〈hal-01523108〉
  • Zhenkun Huang, Ruimin Hu, Thierry Bouwmans, Shihong Chen. Multi-Feature Fusion Based Background Subtraction For Video Sequences With Strong Background Changes. International Conference on Image Processing, ICIP, Sep 2017, Beijing, China. 〈hal-01580048〉
  • Sajid Javed, Maryam Shah, Thierry Bouwmans, Ki Jung Soon. Moving Object Detection on RGB-D Videos using Graph Regularized Spatiotemporal RPCA. International Workshop on Background learning for detection and tracking from RGBD videos, ICIAP 2017, Sep 2017, Catania, Italy. 〈hal-01580051〉
  • Sajid Javed, Ki Jung Soon, Arif Mahmood, Thierry Bouwmans. Motion-Aware Graph Regularized RPCA for Background Modeling of Complex Scenes. ,Scene Background Modeling Contest, International Conference on Pattern Recognition, ICPR 2016, Dec 2016, Cancun, Mexico. 〈hal-01523106〉
  • Caroline Silva, Thierry Bouwmans, Carl Frélicot. Online Weighted One-Class Ensemble for Feature Selection in Background/Foreground Separation. International Conference on Pattern Recognition, ICPR 2016, Dec 2016, Cancun, Mexico. pp.2216-2221. 〈hal-01523104〉
  • Sajid Javed, Thierry Bouwmans, Soon Ki Jung. Depth extended online RPCA with spatiotemporal constraints for robust background subtraction. Korea-Japan Workshop on Frontiers of Computer Vision, FCV 2015, Jan 2015, Mokpo, South Korea. Korea-Japan Workshop on Frontiers of Computer Vision, FCV 2015, pp.1 - 6, 2015, 〈10.1109/FCV.2015.7103745〉. 〈hal-01374216〉
  • Sajid Javed, Seon Ho Oh, Andrews Sobral, Thierry Bouwmans, Soon Ki Jung. OR-PCA with MRF for Robust Foreground Detection in Highly Dynamic Backgrounds. Asian Conference on Computer Vision, ACCV 2014, Nov 2015, Singapore, Singapore. Asian Conference on Computer Vision, ACCV 2014, pp.284 - 299, 2015, 〈10.1007/978-3-319-16811-1_19〉. 〈hal-01374213〉
  • Sajid Javed, Andrews Sobral, Thierry Bouwmans, Ki Jung Soon. OR-PCA with Dynamic Feature Selection for Robust Background Subtraction. ACM Symposium On Applied Computing, SAC 2015, Apr 2015, Salamanca, Spain. ACM Symposium On Applied Computing, SAC 2015. 〈hal-01374214〉
  • Caroline Silva, Thierry Bouwmans, Carl Frélicot. An eXtended Center-Symmetric Local Binary Pattern for Background Modeling and Subtraction in Videos. International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISAPP 2015, Mar 2015, Berlin, Germany. 2015, 〈10.5220/0005266303950402〉. 〈hal-01227955〉
  • Andrews Sobral, Thierry Bouwmans, El-Hadi Zahzah. Double-constrained RPCA based on saliency maps for foreground detection in automated maritime surveillance. ISBC 2015 Workshop conjunction with AVSS 2015, Aug 2015, Karlsruhe, Germany. pp.1-6, 2015, 〈10.1109/AVSS.2015.7301753〉. 〈hal-01227956〉
  • Andrews Sobral, Thierry Bouwmans, El-Hadi Zahzah. Comparison of Matrix Completion Algorithms for Background Initialization in Videos. SBMI 2015 Workshop in conjunction with ICIAP 2015, Sep 2015, Genoa, Italy. pp.510-518, 2015, 〈10.1007/978-3-319-23222-5_62〉. 〈hal-01227959〉
  • Sajid Javed, Seon Ho Oh, Andrews Sobral, Thierry Bouwmans, Soon Ki Jung. Background Subtraction via Superpixel-Based Online Matrix Decomposition with Structured Foreground Constraints. RSL-CV 2015 in conjunction with ICCV 2015, Dec 2015, Santiago du Chili, Chile. IEEE International Conference on Computer Vision Workshop (ICCVW) 2015, 〈http://rsl-cv2015.univ-lr.fr/workshop/program/〉. 〈10.1109/ICCVW.2015.123〉. 〈hal-01372997〉
  • Andrews Sobral, Sajid Javed, Soon Ki Jung, Thierry Bouwmans, El-Hadi Zahzah. Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences. RSL-CV 2015 in conjunction with ICCV 2015, Dec 2015, Santiago du Chili, Chile. IEEE International Conference on Computer Vision Workshop (ICCVW) pp.946-953, 2015, 〈http://rsl-cv2015.univ-lr.fr/workshop/program/〉. 〈10.1109/ICCVW.2015.125〉. 〈hal-01372994〉
  • Charles Guyon, Thierry Bouwmans, El-Hadi Zahzah. Foreground Detection via Robust Low Rank Matrix Decomposition including Spatio-Temporal Constraint. International Workshop on Background Model Challenges, ACCV 2012,, Nov 2012, Daejeon, South Korea. pp.315-320, 2012. 〈hal-00809473〉
  • Charles Guyon, Thierry Bouwmans, El-Hadi Zahzah. Foreground detection based on low-rank and block-sparse matrix decomposition. International Conference on Image Processing (ICIP), Sep 2012, United States. pp.1225-1228, 2012. 〈hal-00809458〉
  • Charles Guyon, Thierry Bouwmans, El-Hadi Zahzah. Foreground Detection by Robust PCA solved via a Linearized Alternating Direction Method. International Conference on Image Analysis and Recognition, ICIAR 2012, Jun 2012, Portugal. pp.115-122, 2012. 〈hal-00809463〉
  • Charles Guyon, Thierry Bouwmans, El-Hadi Zahzah. Moving Object Detection via Robust Low Rank Matrix Decomposition with IRLS scheme. International Symposium on Visual Computing, ISVC 2012, Jul 2012, Greece. pp.665-674, 2012. 〈hal-00809469〉
  • Charles Guyon, Thierry Bouwmans, El-Hadi Zahzah. Moving Object Detection by Robust PCA solved via a Linearized Symmetric Alternating Direction Method. International Symposium on Visual Computing, ISVC 2012, Jul 2012, Greece. pp.427-436, 2012. 〈hal-00809467〉
  • Charles Guyon, Thierry Bouwmans, El-Hadi Zahzah. Foreground Detection via Robust Low Rank Matrix Factorization including Spatial Constraint with Iterative Reweighted Regression. International Conference on Pattern Recognition, ICPR 2012, Nov 2012, Tsukuba, Japan. pp.2805-2808, 2012. 〈hal-00809470〉
  • Farcas Diana, Thierry Bouwmans. Background modeling via a supervised subspace learning. Promote Research. International Conference on Image, Video Processing and Computer Vision, Jul 2010, Orlando, United States. International Society for Reseach in Science and Technology, pp.1-7, 2010. 〈hal-00536017〉
  • Marghes Cristina, Thierry Bouwmans. Background Modeling via Incremental Maximum Margin Criterion. ACCV 2010 Workshops, Nov 2010, New Zealand. Springer Verlag, LNCS 6469 (Part II,), pp.394-403, 2010. 〈hal-00644743〉
  • Fida El Baf, Thierry Bouwmans, Bertrand Vachon. Fuzzy Statistical Modeling of Dynamic Backgrounds for Moving Object Detection in Infrared Videos. CVPR Workshop: International Workshop on Object Tracking and Classification in and Beyond the Visible Spectrum,, Jun 2009, Miami, United States. pp.60-65, 2009, 〈10.1109/CVPR.2009.5204109〉. 〈hal-00452812〉
  • Fida El Baf, Thierry Bouwmans, Bertrand Vachon. A Fuzzy Approach for Background Subtraction. ICIP 2008, Oct 2008, San Diego, United States. pp.2648-2651, 2008. 〈hal-00340190〉
  • Fida El Baf, Thierry Bouwmans, Bertrand Vachon. Type-2 Fuzzy Mixture of Gaussians Model: Application to Background Modeling. G. Bebis et al. (Eds). ISVC 2008, Dec 2008, Las Vegas, United States. Springer-Verlag, LNCS 5358 (Part I.), pp.772-781, 2008. 〈hal-00336512〉
  • Fida El Baf, Thierry Bouwmans, Bertrand Vachon. Fuzzy Foreground Detection for Infrared Videos. OTCBVS 2008, Jun 2008, Anchorage, United States. pp.1-6, 2008, 〈10.1109/CVPRW.2008.4563057〉. 〈hal-00333094〉
  • Fida El Baf, Thierry Bouwmans, Bertrand Vachon. Fuzzy Integral for Moving Object Detection. FUZZ-IEEE 2008, Jun 2008, Hong-Kong, Hong Kong SAR China. pp.1729-1736, 2008, 〈10.1109/FUZZY.2008.4630604〉. 〈hal-00333086〉
  • Fida El Baf, Thierry Bouwmans, Bertrand Vachon. Foreground Detection using the Choquet Integral. 9th International Workshop on Image Analysis for Multimedia Interactive Services, May 2008, Klagenfurt, Austria. pp.187-190, 2008, 〈10.1109/WIAMIS.2008.9〉. 〈hal-00333062〉
  • Sébastien Helan, Jean-Christophe Burie, Thierry Bouwmans, Stéphane Bazeille. Object detection in underwater images. CMM06, Colloque CARACTERISATION DU MILIEU MARIN, Oct 2006, Brest, France. pp.8, 2006. 〈hal-00441983〉