Conferences
2023
W. Prummel, J. Giraldo, A. Zakharova, T. Bouwmans, "Inductive Graph Neural Networks for Moving Object Segmentation", IEEE International Conference on Image Processing, ICIP 2023, Kuala Lumpur, Malaysia, October 2023. [Project page] [Presentation][pdf][Cited by]
2022
M. Panda, B. Subudhi, T. Bouwmans, V. Jakhetiya, T. Veerakumar, “An End to End Encoder-Decoder Network with Multi-scale Feature Pulling for Detecting Local Changes From Video Scene”, IEEE International Conference on Advanced Video and Signal-Based Surveillance , AVSS 2022, Madrid, Spain, November 2022. [Project page] [Presentation][pdf][Cited by]
2021
A. Mondal, R. Shashant, J. Giraldo, T. Bouwmans, A. Chowdhury, "Moving Object Detection for Event-based Vision using Graph Spectral Clustering", First Workshop on "When Graph Signal Processing meets Computer Vision", ICCV 2021, Montréal, Canada, October 2021. [Project page] [Presentation][pdf][Cited by]
M. Sultana, A. Mahmood, T. Bouwmans M. Khan, S. Jung, "Background/Foreground Separation: Guided Attention based Adversarial Modeling (GAAM) versus Robust Subspace Learning Methods", Fourth Workshop on Robust Subspace Learning and Computer Vision, ICCV 2021, Montréal, Canada, October 2021. [Project page] [Presentation][pdf][Cited by]
J. Giraldo, S. Javed, N. Werghi, T. Bouwmans, "Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos", Fourth Workshop on Robust Subspace Learning and Computer Vision, ICCV 2021, Montréal, Canada, October 2021. [Project page] [Presentation][pdf][Cited by]
M. Sultana, T. Bouwmans, J. Giraldo, S. Jung, "Robust Foreground Segmentation in RGBD Data From Complex Scenes using Adversarial Networks", International Workshop on Frontiers of Computer Vision, IW-FCV 2021, Daegu, South Korea, February 2021. [Project page] [Presentation][pdf][Cited by]
J. Giraldo, S. Javed, M. Sultana, S. Jung, T. Bouwmans, "The Emerging Field of Graph Signal Processing for Moving Object Segmentation", International Workshop on Frontiers of Computer Vision, IW-FCV 2021, Daegu, South Korea, February 2021. [Project page] [Presentation][pdf][Cited by]
J. Giraldo, T. Bouwmans, "GraphBGS: Background Subtraction via Recovery of Graph Signals", International Conference on Pattern Recognition, ICPR 2020, Milan, Italy, January 2021. [Project page] [Presentation][pdf][Cited by]
2020
J. Giraldo, T. Bouwmans, "Semi-Supervised Background Subtraction of Unseen Videos: Minimization of The Total Variation of Graph Signals", IEEE International Conference on Image Processing, ICIP 2020, pages 3224-3228, Abu Dhabi, UAE, October 2020. [Project page] [Presentation][pdf][Cited by]
S. Roy, T. Bouwmans, "Dual Information-Based Background Model For Moving Object Detection", IEEE International Conference on Image Processing, ICIP 2020, pages 3219-3223, Abu Dhabi, UAE, October 2020. [Project page] [Presentation][pdf][Cited by]
M. Sultana, A. Mahmood, T. Bouwmans, S. Jung, "Dynamic Background Subtraction Using Least Square Adversarial Learning", IEEE International Conference on Image Processing, ICIP 2020, pages 3204-3208 , Abu Dhabi, UAE, October 2020. [Project page] [Presentation][pdf][Cited by]
M. Sultana, A. Mahmood, T. Bouwmans, S. Jung, "Unsupervised Adversarial Learning for Dynamic Background Modeling", International Workshop on Frontiers of Computer Vision, IW-FCV 2020, Ibusuki, Japan, February 2020. [Project page] [Presentation][pdf][Cited by]
2019
M. Sultana, A. Mahmood, T. Bouwmans, S. Jung, "Complete Moving Object Detection in the Context of Robust Subspace Learning", Third Workshop on Robust Subspace Learning and Computer Vision, ICCV 2019, Seoul, South Korea, October 2019. [Project page] [Presentation][pdf][Cited by]
S. Ammar, T. Bouwmans, N. Zaghden, M. Neji, "Moving Objects Segmentation Based on DeepSphere in Video Surveillance", International Symposium on Visual Computing, ISVC 2019, Tahoe City, USA, October 2019. [Project page] [Presentation][pdf][Cited by]
2018
N. Vaswani, T. Bouwmans, S. Javed, P. Narayanamurthy, “Robust PCA and Robust Subspace Tracking: A Comparative Evaluation”, IEEE Statistical Signal Processing Workshop, SSP 2018, Freiburg, Germany, June 2018. [Project page] [Presentation][pdf][Cited by]
2017
S. Javed, A. Mahmood, T. Bouwmans, S. Jung, "Superpixels based Manifold Structured Sparse RPCA for Moving Object Detection", International Workshop on Activity Monitoring by Multiple Distributed Sensing, BMVC 2017, London, UK, September 2017. [Project page] [Presentation][pdf][Cited by]
S. Javed, T. Bouwmans, M. Sultana, S. Jung, "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, Catani, Italy, September 2017. [Project page] [Presentation][pdf][Cited by]
Z. Huang, R. Hu, T. Bouwmans, S. Chen, "Multi-Feature Fusion based Background Subtraction for Video Sequences with Strong Background Changes", IEEE International Conference on Image Processing, ICIP 2017, Beijing, China, September 2017. [Project page] [Presentation][pdf][Cited by]
S. Javed, T. Bouwmans, S. Jung, “Improving OR-PCA via Smoothed Spatially-Consistent Low-rank Modeling for Background Subtraction”, ACM Symposium on Applied Computing, SAC 2017, 2017. [Project page] [Presentation][pdf][Cited by]
S. Javed, T. Bouwmans, S. Jung, “SBMI-LTD: Stationary Background Model Initialization based on Low-rank Tensor Decomposition”, ACM Symposium on Applied Computing, SAC 2017, 2017. [Project page] [Presentation][pdf][Cited by]
2016
J. Pulgarin-Giraldo, A. Alvarez-Meza, D. Insuasti-Ceballos, T. Bouwmans, G. Castellanos-Dominguez, "GMM Background Modeling using Divergence-based Weight Updating", Conference Ibero-american Congress on Pattern Recognition, CIARP 2016. Lima, Peru, 2016.
S. Javed, S. Jung, A. Mahmood, T. Bouwmans, "Motion-Aware Graph Regularized RPCA for Background Modeling of Complex Scenes",Scene Background Modeling Contest, International Conference on Pattern Recognition, ICPR 2016, December 2016.
C. Silva, T. Bouwmans, C. Frelicot, "Online Weighted One-Class Ensemble for Feature Selection in Background/Foreground Separation", International Conference on Pattern Recognition, ICPR 2016, December 2016.
2015
S. Javed, S. Oh, A. Sobral, T. Bouwmans, S. Jung, "Background Subtraction via Superpixel-based Online Matrix Decomposition with Structured Foreground Constraints", First Workshop on Robust Subspace Learning and Computer Vision, ICCV 2015, Santiago, Chile, December 2015. [Project page] [Presentation][pdf][Cited by]
S. Javed, T. Bouwmans, S. Jung, “Combining ARF and OR-PCA Background Subtraction of Noisy Videos”, International Conference in Image Analysis and Applications, ICIAP 2015, Genova, Italy, September 2015. [Project page] [Presentation][pdf][Cited by]
S. Javed, T. Bouwmans, S. Jung, “Stochastic Decomposition into Low Rank and Sparse Tensor for Robust Background Subtraction”, ICDP 2015, July 2015. [Project page] [Presentation][pdf][Cited by]
S. Javed, T. Bouwmans, S. Jung, "Depth Extended Online RPCA with Spatiotemporal Constraints for Robust Background Subtraction", Korea-Japan Workshop on Frontiers of Computer Vision, FCV 2015, Mokpo, South Korea, January 2015. [Project page] [Presentation][pdf][Cited by]
S. Javed, A. Sobral, T. Bouwmans, S. Jung, "OR-PCA with Dynamic Feature Selection for Robust Background Subtraction", ACM Symposium On Applied Computing, SAC 2015, Salamanca, Spain, April 2015. [Project page] [Presentation][pdf][Cited by]
A. Sobral, S. Javed, S. Jung, T. Bouwmans, E. Zahzah, "Online Stochastic Tensor Decomposition for Background Subtraction in Multispectral Video Sequences", Workshop on Robust Subspace Learning and Computer Vision, ICCV 2015, pages 946-953, Santiago, Chile, December 2015. [Project page] [Presentation][pdf][Cited by]
A. Sobral, T. Bouwmans, E. Zahzah, "Comparison of Matrix Completion Algorithms for Background Initialization in Videos”, SBMI 2015 Workshop in conjunction with ICIAP 2015, Genova, Italy, September 2015. [Project page] [Presentation][pdf][Cited by]
A. Sobral, T. Bouwmans, E. Zahzah, “Double-constrained RPCA based on Saliency Maps for Foreground Detection in Automated Maritime Surveillance”, ISBC 2015 Workshop conjunction with AVSS 2015, pages 1-6, Karlsruhe, Germany, 2015. [Project page] [Presentation][pdf][Cited by]
C. Silva, T. Bouwmans, C. Frelicot, 'An eXtended Center-Symmetric Local Binary Pattern for Background Modeling and Subtraction in Videos", VISAPP 2015, Berlin, Germany, March 2015. [Project page] [Presentation][pdf][Cited by]
2014
S. Javed, A. Sobral, S. Oh, T. Bouwmans, S. Jung, “OR-PCA with MRF for Robust Foreground Detection in Highly Dynamic Backgrounds”, Asian Conference on Computer Vision, ACCV 2014, Singapore, November 2014. [Project page] [Presentation][pdf][Cited by]
A. Sobral, C. Baker, T. Bouwmans, E. Zahzah, “Incremental and Multi-feature Tensor Subspace Learning applied for Background Modeling and Subtraction”, International Conference on Image Analysis and Recognition, ICIAR 2014, October 2014. [Project page] [Presentation][pdf][Cited by]
2012
C. Guyon, T. Bouwmans, E. Zahzah, “Foreground Detection via Robust Low Rank Matrix Decomposition including Spatio-Temporal Constraint”, International Workshop on Background Model Challenges, ACCV 2012, pages 315-320, Daejeon, Korea, November 2012. [Project page] [Presentation][pdf][Cited by]
C. Guyon, T. Bouwmans, E. Zahzah, “Foreground Detection via Robust Low Rank Matrix Factorization including Spatial Constraint with Iterative Reweighted Regression”, International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 2012. [Project page] [Presentation][pdf][Cited by]
C. Guyon, T. Bouwmans, E. Zahzah, “Moving Object Detection via Robust Low Rank Matrix Decomposition with IRLS scheme”, International Symposium on Visual Computing, ISVC 2012,pages 665–674, Rethymnon, Crete, Greece, July 2012. [Project page] [Presentation][pdf][Cited by]
C. Guyon, T. Bouwmans, E. Zahzah, “Moving Object Detection by Robust PCA solved via a Linearized Symmetric Alternating Direction Method”, International Symposium on Visual Computing, ISVC 2012, pages 427-436, Rethymnon, Crete, Greece, July 2012. [Project page] [Presentation][pdf][Cited by]
C. Guyon, T. Bouwmans, E. Zahzah, "Foreground Detection by Robust PCA solved via a Linearized Alternating Direction Method", International Conference on Image Analysis and Recognition, ICIAR 2012, pages 115-122, Aveiro, Portugal, June 2012. [Project page] [Poster][pdf][Cited by]
C. Guyon, T. Bouwmans, E. Zahzah, "Foreground detection based on low-rank and block-sparse matrix decomposition", IEEE International Conference on Image Processing, ICIP 2012, pages 1225-1228, Orlando, Florida, USA, September 2012. [Project page] [Presentation][pdf][Cited by]
Z. Zhao, T. Bouwmans, X. Zhang, Y. Fang, “A Fuzzy Background Modeling Approach for Motion Detection in Dynamic Backgrounds”, International Conference on Multimedia and Signal Processing, Shanghai, China, December 2012. [Project page] [Presentation][pdf][Cited by]
C. Marghes, T. Bouwmans, R. Vasiu, “Background Modeling and Foreground Detection via a Reconstructive and Discriminative Subspace Learning Approach”, International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2012, Las Vegas, USA; July 2012. [Project page] [Presentation][pdf][Cited by]
2010
C. Marghes, T. Bouwmans, "Background Modeling via Incremental Maximum Margin Criterion", International Workshop on Subspace Methods, ACCV 2010 Workshop Subspace 2010, Queenstown, New Zealand, November 2010. [Project page] [Presentation][pdf][Cited by]
D. Farcas, T. Bouwmans, "Background Modeling via a Supervised Subspace Learning", International Conference on Image, Video Processing and Computer Vision, IVPCV 2010, pages 1-7, Orlando, USA , July 2010. [Project page] [Presentation][pdf][Cited by]
R. Zaman, V. Khorramshahi, T. Bouwmans, “Foreground object detection using Choquet fuzzy integral in video images”, Iranian Conference on Machine Vision and Image Processing, MVIP 2010, Isfahan, Iran, October 2010. [Project page] [Presentation][pdf][Cited by]
2009
F. El Baf, T. Bouwmans, B. Vachon, “Fuzzy Statistical Modeling of Dynamic Backgrounds for Moving Object Detection in Infrared Videos”, OTCBVS 2009, pages 60-65, Miami, Florida, June 2009. [Project page] [Presentation][pdf][Cited by]
2008
F. El Baf, T. Bouwmans, B. Vachon, “Type-2 Fuzzy Mixture of Gaussians Model: Application to Background Modeling”, International Symposium on Visual Computing, ISVC 2008, pages 772-781, Las Vegas, USA, December 2008. [Project page] [Presentation][pdf][Cited by]
F. El Baf, T. Bouwmans, B. Vachon, “A Fuzzy Approach for Background Subtraction”, IEEE International Conference on Image Processing, ICIP 2008, pages 2648-2651, San Diego, California, U.S.A, October 2008.[Project page] [Presentation][pdf][Cited by]
F. El Baf, T. Bouwmans, B. Vachon, “Fuzzy Foreground Detection for Infrared Videos”, Joint IEEE International Workshop on Object Tracking and Classification in and Beyond the Visible Spectrum, OTCBVS 2008, pages 1-6, Anchorage, Alaska, USA, 27 June 2008. [Project page] [Presentation][pdf][Cited by]
F. El Baf, T. Bouwmans, B. Vachon, “Fuzzy Integral for Moving Object Detection”, IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2008, pages 1729-1736, Hong-Kong, China, 1-6 June 2008. [Project page] [Presentation][pdf][Cited by]
F. El Baf, T. Bouwmans, B. Vachon, “Foreground Detection using the Choquet Integral”, International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2008, pages 187-190, Klagenfurt, Austria, May 2008. [Project page] [Presentation][pdf][Cited by]
2007
F. El Baf, T. Bouwmans, B. Vachon, “Comparison of Background Subtraction Methods for a Multimedia Learning Space”, International Conference on Signal Processing and Multimedia, SIGMAP 2007, Barcelona, Spain, July 2007. [Project page] [Poster][pdf][Cited by]
F. El Baf, T. Bouwmans, B. Vachon ,”Comparison of Background Subtraction Methods for a Multimedia Application”, International Conference on systems, Signals and Image Processing, IWSSIP 2007, pages 385-388, Maribor, Slovenia, June 2007.[Project page] [Presentation][pdf][Cited by]
2006
D. Penciuc, F. El Baf, T. Bouwmans, “Comparison of Background Subtraction Methods for an Interactive Learning Space”, NETTIES 2006,Timisoara, Romania, September 2006. [Project page] [Presentation][pdf][Cited by]
2002
D. Semani, T. Bouwmans, C. Frélicot, P. Courtellemont, “Automatic Fish Recognition in Interactive Live Videos”, IVRCIA 2002, Orlando, Florida, July 2002. [Project page] [Presentation][pdf][Cited by]
D. Semani, C. Saint-Jean, C. Frélicot, T. Bouwmans, P. Courtellemont, “Alive Fish Species Characterization for on line Video-based Recognition”, SPR 2002, pages 689-698, August 2002. [Project page] [Presentation][pdf][Cited by]