T. Bouwmans

Most-cited papers

Deep Neural Network Concepts for Background Subtraction: A Systematic Review and Comparative Evaluation
T. Bouwmans, S. Javed, M. Sultana, Soon Ki Jung
2018Neural Networks348 citations Open access
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Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery
Namrata Vaswani, T. Bouwmans, S. Javed, Praneeth Narayanamurthy
2017IEEE Signal Processing Magazine318 citations Open access
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Background Subtraction in Real Applications: Challenges, Current Models and Future Directions
B. García, T. Bouwmans, Alberto Jorge Rosales-Silva
2019Computer Science Review310 citations Open access
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On the Applications of Robust PCA in Image and Video Processing
T. Bouwmans, S. Javed, Hong-Yan Zhang, Zhou-Chen Lin +1 more
2018Proceedings of the IEEE260 citations Open access
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New trends on moving object detection in video images captured by a moving camera: A survey
Mehran Yazdi, T. Bouwmans
2018Computer Science Review210 citations Open access
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Human Pose Estimation from Monocular Images: A Comprehensive Survey
Wenjuan Gong, Xuena Zhang, Jordi Gonzàlez, A. Sobral +3 more
2016Italian National Conference on Sensors161 citations Open access
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LRSLibrary: Low-Rank and Sparse tools for Background Modeling and Subtraction in Videos
A. Sobral, T. Bouwmans, E. Zahzah
2016123 citations
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Handbook of Robust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing
T. Bouwmans, N. Aybat, E. Zahzah
2016120 citations
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Background–Foreground Modeling Based on Spatiotemporal Sparse Subspace Clustering
S. Javed, A. Mahmood, T. Bouwmans, Soon Ki Jung
2017IEEE Transactions on Image Processing118 citations Open access
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On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks
Jhony H. Giraldo, Konstantinos Skianis, T. Bouwmans, Fragkiskos D. Malliaros
2022International Conference on Information and Knowledge Management117 citations Open access
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On the Role and the Importance of Features for Background Modeling and Foreground Detection
T. Bouwmans, Caroline Silva, C. Marghes, M. S. Zitouni +2 more
2016Computer Science Review117 citations Open access
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Moving Objects Detection with a Moving Camera: A Comprehensive Review
Marie-Neige Chapel, T. Bouwmans
2020Computer Science Review114 citations Open access
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Moving Object Detection in Complex Scene Using Spatiotemporal Structured-Sparse RPCA
S. Javed, A. Mahmood, Somaya Almaadeed, T. Bouwmans +1 more
2019IEEE Transactions on Image Processing109 citations
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Spatiotemporal Low-Rank Modeling for Complex Scene Background Initialization
S. Javed, A. Mahmood, T. Bouwmans, Soon Ki Jung
2018IEEE transactions on circuits and systems for video technology (Print)94 citations Open access
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Graph Moving Object Segmentation
Jhony Heriberto Giraldozuluaga, S. Javed, T. Bouwmans
2020IEEE Transactions on Pattern Analysis and Machine Intelligence89 citations
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Reconstruction of Time-Varying Graph Signals via Sobolev Smoothness
Jhony H. Giraldo, Arif Mahmood, Belmar García-García, D. Thanou +1 more
2022IEEE Transactions on Signal and Information Processing over Networks81 citations Open access
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Rethinking PCA for Modern Data Sets: Theory, Algorithms, and Applications
Namrata Vaswani, Yuejie Chi, T. Bouwmans
2018Proceedings of the IEEE75 citations
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Moving Object Detection for Event-based Vision using Graph Spectral Clustering
Anindya Mondal, Shashant R, Jhony H. Giraldo, T. Bouwmans +1 more
20212021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)65 citations Open access
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Initialization : a Taxonomy
T. Bouwmans, L. Maddalena, A. Petrosino
201755 citations
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Comparison of Background Subtraction Methods for a Multimedia Learning Space
F. El Baf, T. Bouwmans, Bertrand Vachon
2016Signal Processing and Multimedia Applications53 citations
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Motion-Aware Graph Regularized RPCA for background modeling of complex scenes
S. Javed, Soon Ki Jung, A. Mahmood, T. Bouwmans
2016International Conference on Pattern Recognition46 citations
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Deep detector classifier (DeepDC) for moving objects segmentation and classification in video surveillance
S. Ammar, T. Bouwmans, Nizar Zaghden, M. Neji
2020IET Image Processing41 citations
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The Emerging Field of Graph Signal Processing for Moving Object Segmentation
Jhony H. Giraldo, S. Javed, M. Sultana, Soon Ki Jung +1 more
2021IW-FCV38 citations
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Moving Object Detection on RGB-D Videos Using Graph Regularized Spatiotemporal RPCA
S. Javed, T. Bouwmans, M. Sultana, Soon Ki Jung
2017ICIAP Workshops36 citations
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SemiSegSAR: A Semi-Supervised Segmentation Algorithm for Ship SAR Images
M. E. El Rai, Jhony H. Giraldo, M. Al-Saad, Muna Darweech +1 more
2022IEEE Geoscience and Remote Sensing Letters35 citations Open access
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Robust PCA and Robust Subspace Tracking: A Comparative Evaluation
S. Javed, Praneeth Narayanamurthy, T. Bouwmans, Namrata Vaswani
2018Symposium on Software Performance35 citations
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Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos
Jhony H. Giraldo, S. Javed, N. Werghi, T. Bouwmans
20212021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)32 citations Open access
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Hypergraph Convolutional Networks for Weakly-Supervised Semantic Segmentation
Jhony H. Giraldo, V. M. Scarrica, A. Staiano, F. Camastra +1 more
2022International Conference on Information Photonics30 citations
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Semi-Supervised Background Subtraction Of Unseen Videos: Minimization Of The Total Variation Of Graph Signals
Jhony H. Giraldo, T. Bouwmans
2020International Conference on Information Photonics30 citations
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GraphBGS: Background Subtraction via Recovery of Graph Signals
Jhony H. Giraldo, T. Bouwmans
2020International Conference on Pattern Recognition29 citations Open access
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Inductive Graph Neural Networks for Moving Object Segmentation
Wieke Prummel, Jhony H. Giraldo, Anastasia Zakharova, T. Bouwmans
2023International Conference on Information Photonics25 citations Open access
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Robust PCA , Subspace Learning , and Tracking *
Namrata Vaswani, T. Bouwmans, S. Javed, Praneeth Narayanamurthy
201822 citations
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Guest Editorial Introduction to the Special Issue on Group and Crowd Behavior Analysis for Intelligent Multicamera Video Surveillance
Hong-Xun Yao, A. Cavallaro, T. Bouwmans, Zheng-You Zhang
2017IEEE Trans. Circuits Syst. Video Technol.22 citations
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Superpixels based Manifold Structured Sparse RPCA for Moving Object Detection
S. Javed, A. Mahmood, T. Bouwmans, Kim Jung Soon
201717 citations
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Superpixel-based online wagging one-class ensemble for feature selection in foreground/background separation
Caroline Silva, T. Bouwmans, C. Frélicot
2017Pattern Recognition Letters16 citations
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SBMI-LTD: stationary background model initialization based on low-rank tensor decomposition
S. Javed, T. Bouwmans, Soon Ki Jung
2017ACM Symposium on Applied Computing16 citations
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Uncertainty clustering internal validity assessment using Fréchet distance for unsupervised learning
N. Rendon, Jhony H. Giraldo, T. Bouwmans, S. Rodríguez-Buriticá +2 more
2023Engineering applications of artificial intelligence15 citations Open access
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Time-Varying Signals Recovery Via Graph Neural Networks
Jhon A. Castro-Correa, Jhony H. Giraldo, Anindya Mondal, M. Badiey +2 more
2023IEEE International Conference on Acoustics, Speech, and Signal Processing15 citations Open access
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Moving Objects Segmentation Based on DeepSphere in Video Surveillance
S. Ammar, T. Bouwmans, Nizar Zaghden, M. Neji
2019International Symposium on Visual Computing15 citations
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On the Minimization of Sobolev Norms of Time-Varying Graph Signals: Estimation of New Coronavirus Disease 2019 Cases
Jhony H. Giraldo, T. Bouwmans
2020International Workshop on Machine Learning for Signal Processing14 citations Open access
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Online Weighted One-Class Ensemble for feature selection in background/foreground separation
Caroline Silva, T. Bouwmans, C. Frélicot
2016International Conference on Pattern Recognition14 citations
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Face Identification Using Data Augmentation Based on the Combination of DCGANs and Basic Manipulations
S. Ammar, T. Bouwmans, M. Neji
2022Inf.13 citations Open access
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Moving objects segmentation using generative adversarial modeling
M. Sultana, Arif Mahmood, T. Bouwmans, M. H. Khan +1 more
2022Neurocomputing12 citations
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Dynamic Background Subtraction Using Least Square Adversarial Learning
M. Sultana, Arif Mahmood, T. Bouwmans, Soon Ki Jung
2020International Conference on Information Photonics12 citations
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Robust PCA and Robust Subspace Tracking
Namrata Vaswani, T. Bouwmans, S. Javed, Praneeth Narayanamurthy
2017arXiv.org12 citations
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Dynamic Mode Decomposition for Robust PCA with Applications to Foreground/Background Subtraction in Video Streams and Multi-Resolution Analysis
T. Bouwmans, N. Aybat, E. Zahzah
201612 citations
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Unsupervised Adversarial Learning for Dynamic Background Modeling
M. Sultana, Arif Mahmood, T. Bouwmans, Soon Ki Jung
2020IW-FCV11 citations
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An End to End Encoder-Decoder Network with Multi-scale Feature Pulling for Detecting Local Changes From Video Scene
M. Panda, B. Subudhi, T. Bouwmans, Vinit Jakheytiya +1 more
2022Advanced Video and Signal Based Surveillance10 citations
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Robust Principal Component Analysis Based on Low-Rank and Block-Sparse Matrix Decomposition
T. Bouwmans, N. Aybat, E. Zahzah
201610 citations
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Improving OR-PCA via smoothed spatially-consistent low-rank modeling for background subtraction
S. Javed, T. Bouwmans, Soon Ki Jung
2017ACM Symposium on Applied Computing9 citations
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