Chapter (2)
A. Sobral, T. Bouwmans, E. Zahzah, "LRSLibrary: Low-Rank and Sparse tools for Background Modeling and Subtraction in Videos", Handbook on "Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing", CRC Press, Taylor and Francis Group, May 2016. [pdf]
A. Sobral, T. Bouwmans, "BGS Library: A Library Framework for Algorithms Evaluation in Foreground/Background Segmentation", Chapter 23, Handbook on "Background Modeling and Foreground Detection for Video Surveillance: Traditional and Recent Approaches, Implementations, Benchmarking and Evaluation", CRC Press, Taylor and Francis Group, June 2014. [pdf]
Journal (1)
T. Bouwmans, A. Sobral, S. Javed, S. Jung, E. 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, November 2016. [pdf]
International Conferences (7)
S. Javed, S. Oh, A. Sobral, T. Bouwmans, S. Jung, “Background Subtraction via Superpixel-based Online Matrix Decomposition with Structured Foreground Constraints”, Workshop on Robust Subspace Learning and Computer Vision, ICCV 2015, Santiago, Chile, December 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 2005, Karlsruhe, Germany, 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]
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, 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]