1. Benjamin Laugraud. Motion-aware temporal median filtering for robust background estimation. PhD thesis, University of Liège, Belgium, March 2020. Keyword(s): Background estimation, Background initialization, Background generation, Motion detection, Background subtraction, Optical flow, Semantic segmentation, Scene parsing, Median filtering, SBI dataset, SBMnet dataset, LaBGen, LaBGen-P, LaBGen-OF, LaBGen-P-Semantic, Computer vision, Image processing. [bibtex-entry]

1. Alexandre Eymaël, Renaud Vandeghen, Anthony Cioppa, Silvio Giancola, Bernard Ghanem, and Marc Van Droogenbroeck. Efficient Image Pre-Training with Siamese Cropped Masked Autoencoders. arXiv, abs/2403.17823, 2024. Keyword(s): Pre-training. [bibtex-entry]



2. Carles Cantero, Olivier Absil, Carl-Henrik Dahlqvist, and Marc Van Droogenbroeck. NA-SODINN: A deep learning algorithm for exoplanet image detection based on residual noise regimes. Astronomy & Astrophysics, 680:1-24, December 2023. Keyword(s): Exoplanet, Detection, High-contrast imaging, Noise, Noise regime, Gaussian, Laplacian, NA-SODINN. [bibtex-entry]



3. Faustine Cantalloube, Carlos Gomez-Gonzalez, Olivier Absil, Carles Cantero, Regis Bacher, Markus Bonse, Michael Bottom, Carl-Henrik Dahlqvist, Célia Desgrange, Olivier Flasseur, Thomas Fuhrmann, Thomas H. Henning, Rebecca Jensen-Clem, Matthew Kenworthy, Dimitri Mawet, Dino Mesa, Tiffany Meshkat, David Mouillet, André Müller, Evert Nasedkin, Benoit Pairet, Sébastien Piérard, Jean-Baptiste Ruffio, Matthias Samland, Jordan Stone, and Marc Van Droogenbroeck. Exoplanet imaging data challenge: benchmarking the various image processing methods for exoplanet detection. ArXiv, abs/2101.05080, January 2021. Keyword(s): Exoplanet, Benchmarking, Challenge. [bibtex-entry]



4. Carlos Gomez Gonzalez, Olivier Absil, and Marc Van Droogenbroeck. Supervised detection of exoplanets in high-contrast imaging sequences. Astronomy & Astrophysics, 613:1-13, May 2018. Keyword(s): Deep learning, SODINN, VORTEX project, High angular resolution, Image processing, Detection of planets, Sparse decomposition, Detection, Planets and satellites. [bibtex-entry]



5. Antoine Lejeune, Jacques G. Verly, and Marc Van Droogenbroeck. Probabilistic Framework for the Characterization of Surfaces and Edges in Range Images, with Application to Edge Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40(9):2209-2222, September 2018. Keyword(s): 3D, Range, Depth, Time-of-Flight, Probability density function, Edge detection, Surface, Kinect, Probabilistic framework. [bibtex-entry]



6. Carlos Alberto Gomez Gonzalez, Olivier Wertz, Olivier Absil, Valentin Christiaens, Denis Defrère, Dimitri Mawet, Julien Milli, Pierre-Antoine Absil, Marc Van Droogenbroeck, Faustine Cantalloube, Philip M. Hinz, Andrew J. Skemer, Mikael Karlsson, and Jean Surdej. VIP: Vortex Image Processing package for high-contrast direct imaging. The Astronomical Journal, 154(1):7:1-7:12, July 2017. Keyword(s): Exoplanet, High-contrast imaging, Vortex, VIP. [bibtex-entry]



7. Carlos Gomez Gonzalez, Olivier Absil, Pierre-antoine Absil, Marc Van Droogenbroeck, Dimitri Mawet, and Jean Surdej. Low-rank plus sparse decomposition for exoplanet detection in direct imaging ADI sequences: The LLSG algorithm. Astronomy & Astrophysics, 589(A54):1-9, May 2016. Keyword(s): VORTEX project, High angular resolution, Image processing, Detection of planets, Sparse decomposition, Detection, Planets and satellites. [bibtex-entry]



8. Antoine Lejeune, Sébastien Piérard, Marc Van Droogenbroeck, and Jacques Verly. Utilisation de la Kinect. Linux Magazine France, 151:16-29, Juillet-Août 2012. Keyword(s): Kinect, Image processing, 3D, Range, Depth map, Acquisition. [bibtex-entry]



9. Marc Van Droogenbroeck. Anchors of morphological operators and algebraic openings, volume 158 of Advances in Imaging and Electronic Physics, chapter 5, pages 173-201. Academic Press, August 2009. Keyword(s): Image processing, Mathematical morphology, Algorithm, Opening, Algebra, Transform, Granulometry. [bibtex-entry]



10. Marc Van Droogenbroeck and Olivier Barnich. Design of Statistical Measures for the Assessment of Image Segmentation Schemes, volume 3691 of Lecture Notes in Computer Science, pages 280-287. Springer Verlag, Paris, September 2005. Keyword(s): Segmentation, Benchmarking. [bibtex-entry]



11. Renaud Dardenne and Marc Van Droogenbroeck. Acquisition vidéo au moyen d'une caméra IEEE 1394. Linux Magazine France, (69):54-59, Février 2005. Keyword(s): Image, Acquisition, Video. [bibtex-entry]



12. Marc Van Droogenbroeck and Michael Buckley. Morphological erosions and openings: fast algorithms based on anchors. Journal of Mathematical Imaging and Vision, Special Issue on Mathematical Morphology after 40 Years, 22(2-3):121-142, May 2005. Note: Algorithms in ANSI C code are available in libmorpho. Keyword(s): Image processing, Mathematical morphology, Algorithm, Opening. [bibtex-entry]



13. Marc Van Droogenbroeck. Algorithms for openings of binary and label images with rectangular structuring elements. In Highes Talbot and Richard Beare, editors, Mathematical morphology, pages 197-207. CSIRO Publishing, Sydney, Australia, April 2002. Keyword(s): Image processing, Mathematical morphology, Algorithm, Opening. [bibtex-entry]



14. Frédéric Noo and Jean-Marc Wagner. Image reconstruction in 2D SPECT with 180-degrees acquisition. Inverse Problems, 17:1357-1371, 2001. Keyword(s): Tomography, SPECT, Attenuation Correction, Exponential Radon transform. [bibtex-entry]



15. Jean-Marc Wagner and Frédéric Noo. Three-dimensional image reconstruction from exponential parallel-beam projections. IEEE Transactions on Nuclear Science, 48:743-749, June 2001. Keyword(s): Tomography, SPECT, Attenuation Correction, Exponential Radon transform, Exponential X-ray. [bibtex-entry]



16. Marc Van Droogenbroeck and Hugues Talbot. Fast Computation of morphological operations with arbitrary structuring elements. Pattern Recognition Letters, 17(14):1451-1460, December 1996. Keyword(s): Image processing, Mathematical morphology, Algorithm, Erosion, Opening. [bibtex-entry]



17. Marc Van Droogenbroeck. On the implementation of morphological operations. In J. Serra and P. Soille, editors, Mathematical morphology and its applications to image processing, pages 241-248. Kluwer Academic Publishers, Dordrecht, 1994. Keyword(s): Image processing, Mathematical morphology, Algorithm, Opening. [bibtex-entry]



18. Serge Comes, Stéphane Maes, and Marc Van Droogenbroeck. Recent and prospective decorrelation techniques for image processing. Annals of Telecommunications, 48(7-8):390-403, July-August 1993. Keyword(s): Image processing, Compression, Coding. [bibtex-entry]

1. Faustine Cantalloube, Valentin Christiaens, Carles Cantero, Evert Nasedkin, Anthony Cioppa, Olivier Absil, Markus J. Bonse, Philippe Delorme, Carlos A. Gomez-Gonzalez, Sandrine Juillard, Johan Mazoyer, Matthias Samland, Jean-Baptiste Ruffio, and Marc Van Droogenbroeck. Exoplanet imaging data challenge, phase II: characterization of exoplanet signals in high-contract images. In Dirk Schmidt, Laura Schreiber, and Elise Vernet, editors, Adaptive Optics Systems VIII, volume 12185, pages 8-24, August 2022. SPIE. Keyword(s): Exoplanet, Benchmarking, EIDC, Challenge. [bibtex-entry]



2. Renaud Vandeghen, Anthony Cioppa, and Marc Van Droogenbroeck. Semi-Supervised Training to Improve Detection for Satellite Images. In AI4Copernicus: Earth Observation and Artificial Intelligence for a Safer World, Brussels, Belgium, May 2022. Keyword(s): Semi-supervised, Self training, Satellite, Semantic segmentation, Artificial intelligence, Machine learning, Deep learning. [bibtex-entry]



3. Faustine Cantalloube, Carlos Gomez-Gonzalez, Olivier Absil, Carles Cantero, Regis Bacher, Markus Bonse, Michael Bottom, Carl-Henrik Dahlqvist, Célia Desgrange, Olivier Flasseur, Thomas Fuhrmann, Thomas H. Henning, Rebecca Jensen-Clem, Matthew Kenworthy, Dimitri Mawet, Dino Mesa, Tiffany Meshkat, David Mouillet, André Müller, Evert Nasedkin, Benoit Pairet, Sébastien Piérard, Jean-Baptiste Ruffio, Matthias Samland, Jordan Stone, and Marc Van Droogenbroeck. Exoplanet imaging data challenge: benchmarking the various image processing methods for exoplanet detection. In Adaptive Optics Systems VII, volume 11448 of Proceedings of SPIE, pages 1-36, December 2020. SPIE. Keyword(s): Exoplanet, Detection, Benchmarking, Challenge. [bibtex-entry]



4. Benjamin Laugraud, Sébastien Piérard, and Marc Van Droogenbroeck. LaBGen-P: A Pixel-Level Stationary Background Generation Method Based on LaBGen. In International Conference on Pattern Recognition (ICPR), Scene Background Modeling Contest (SBMC), Cancun, Mexico, December 2016. Note: Source code in C++ available, see http://www.telecom.ulg.ac.be/labgen. Keyword(s): Background generation, Background modelling, Background image, Source code, LaBGen, Background estimation, Initialization, SBMnet, SBMC, Motion detection, LaBGen. [bibtex-entry]



5. Benjamin Laugraud, Sébastien Piérard, Marc Braham, and Marc Van Droogenbroeck. Simple median-based method for stationary background generation using background subtraction algorithms. In International Conference on Image Analysis and Processing (ICIAP), Workshop on Scene Background Modeling and Initialization (SBMI), volume 9281 of Lecture Notes in Computer Science, pages 477-484, 2015. Note: Source code in C++ available. Keyword(s): Background subtraction, Background image, Source code. [bibtex-entry]



6. Sébastien Piérard and Marc Van Droogenbroeck. A perfect estimation of a background image does not lead to a perfect background subtraction: analysis of the upper bound on the performance. In International Conference on Image Analysis and Processing (ICIAP), Workshop on Scene Background Modeling and Initialization (SBMI), volume 9281 of Lecture Notes in Computer Science, pages 56-65, September 2015. Keyword(s): Background subtraction, Evaluation, Performance analysis, Upper bound. [bibtex-entry]



7. Marc Braham, Antoine Lejeune, and Marc Van Droogenbroeck. A physically motivated pixel-based model for background subtraction in 3D images. In IEEE International Conference on 3D Imaging (IC3D), Liège, Belgium, pages 1-8, December 2014. Keyword(s): Background subtraction, 3D, Range, Depth, Kinect. [bibtex-entry]



8. Antoine Lejeune, Marc Van Droogenbroeck, and Jacques Verly. Adaptive bilateral filtering for range images. In URSI Benelux Forum, Ghent, Belgium, September 2012. Keyword(s): 3D, Depth, Range camera, Bilateral filter, Kinect, Time-of-flight. [bibtex-entry]



9. Sébastien Piérard, Damien Leroy, Jean-François Hansen, and Marc Van Droogenbroeck, Marc. Estimation of human orientation in images captured with a range camera. In Advanced Concepts for Intelligent Vision Systems (ACIVS), volume 6915 of Lecture Notes in Computer Science, pages 519-530, 2011. Springer. Keyword(s): Human, Orientation, Depth, Range camera, Machine learning, MakeHuman. [bibtex-entry]



10. Marc Van Droogenbroeck. Partial encryption of images for real-time applications. In Fourth IEEE Signal Processing Symposium, Hilvarenbeek, The Netherlands, pages 11-15, April 2004. Note: Invited presentation. Keyword(s): Image processing, Information, Encryption, Selective encryption. [bibtex-entry]



11. Marc Van Droogenbroeck and Hugues Talbot. Segmentation by adaptive prediction and region merging. In Digital Image Computing Techniques and Applications, Volume II, Sydney, Australia, pages 561-570, December 2003. Keyword(s): Image processing, Extrapolation, Segmentation, Texture, Prediction. [bibtex-entry]



12. Frédéric Noo, R. Clackdoyle, and Jean-Marc Wagner. 3D Image Reconstruction from Exponential X-ray Projections: a Completeness Condition and an inversion Formula. In Conference Record of the 2001 IEEE Nuclear Symposium and Medical Imaging Conference, IEEE Catalog Number 0-7803-7324-3 abstract number M9C-4, San Diego, USA, November 2002. Keyword(s): Tomography, SPECT, Attenuation Correction, Exponential Radon transform, Exponential X-ray. [bibtex-entry]



13. Marc Van Droogenbroeck and Raphaël Benedet. Techniques for a selective encryption of uncompressed and compressed images. In Advanced Concepts for Intelligent Vision Systems (ACIVS), Ghent, Belgium, pages 90-97, September 2002. Keyword(s): Image processing, Information, Steganography, Encryption. [bibtex-entry]



14. Marc Van Droogenbroeck and Jérôme Delvaux. An entropy based technique for information embedding in images. In IEEE Signal Processing Symposium, Leuven, Belgium, pages 81-84, March 2002. Keyword(s): Image processing, Information, Steganography. [bibtex-entry]



15. Jean-Marc Wagner, Frédéric Noo, and R. Clackdoyle. 3D Image reconstruction from exponential X-ray projections using Neumann series. In Conference Record of the 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing, Salt Lake City, USA, pages III:2017-2020, May 2001. Keyword(s): Tomography, SPECT, Exponential Radon transform, Exponential X-ray. [bibtex-entry]



16. Jean-Marc Wagner and Frédéric Noo. Méthode du linogramme octogonal pour la reconstruction d'une image 3D à partir de ses intégrales de plan. In Dix-septième colloque GRETSI sur le Traitement du Signal et des Images, Vannes, France, Septembre 1999. Keyword(s): Tomography, 3D Radon transform, Linogram. [bibtex-entry]



17. Marc Van Droogenbroeck. A methodology for image segmentation based on the spectral content of regions. In Workshop on Nonlinear Signal and Image Processing, Neos Marmaras, Greece, pages 266-269, June 1995. IEEE. Keyword(s): Image processing, Segmentation, Extrapolation, Deconvolution. [bibtex-entry]



18. Marc Van Droogenbroeck. Polymorphism, an extension of binary opening. In ISMM'94: Second international conference on Mathematical Morphology and its Applications to Image Processing, Fontainebleau, pages 1-2, September 1994. École des Mines de Paris. Keyword(s): Image processing, Mathematical morphology. [bibtex-entry]



19. B. Simon, B. Macq, and Marc Van Droogenbroeck. Morphological image sketch coding. In Workshop on Circuits, Systems and Signal Processing, Houthalen, Belgium, pages 251-256, March 1993. ProRISC IEEE. Keyword(s): Image processing, Mathematical morphology, Coding. [bibtex-entry]



20. Serge Comes, Stéphane Maes, and Marc Van Droogenbroeck. Recent and prospective decorrelation techniques for image processing. In International Symposium on Signals, Systems and Electronics, Paris, pages 136-141, September 1992. URSI. Keyword(s): Image processing, Coding, Compression. [bibtex-entry]



21. Stéphane Maes and Marc Van Droogenbroeck. Edge characterization in hierarchical subband coding schemes. In International Conference on Image Processing and its Applications, Maastricht, The Netherlands, pages 598-601, April 1992. IEE. Keyword(s): Image processing, Compression, Coding, Subband. [bibtex-entry]



22. Marc Van Droogenbroeck. Generalized iterative algorithm for spectral signal deconvolution. In European Signal Processing Conference, pages 1389-1392, August 1992. Brussels, EURASIP. Keyword(s): Image processing, Extrapolation, Deconvolution. [bibtex-entry]



23. Marc Van Droogenbroeck and Luc Vandendorpe. Integration of the selective deconvolution algorithm into a multiresolution scheme. In Image Processing: Algorithms and Techniques III, Vol. 1657, San Jose, pages 225-235, February 1992. SPIE. Keyword(s): Image processing, Extrapolation, Deconvolution. [bibtex-entry]

1. Marc Van Droogenbroeck. Modélisation symbolique complète des étapes intervenant dans la construction d'un codeur d'images orienté par la notion d'objet. Technical report N-20/92/MM, Centre de Morphologie Mathématique, 10 pages, Fontainebleau, France, August 1992. [bibtex-entry]

1. Marc Van Droogenbroeck. Digital Image and Video Processing. Lecture notes, University of Liège, 2013. Keyword(s): Image processing, Video processing, Lecture notes. [bibtex-entry]



2. Marc Van Droogenbroeck. Traitement numérique des images. Notes de cours, Université de Liège, 235 pages, Septembre 2007. Note: HTML version available on line. Keyword(s): Traitement d'images, Image processing, Notes de cours. [bibtex-entry]



3. Marc Van Droogenbroeck. Technologies du multimédia, de l'Internet et des télécommunications. Notes de cours, 183 pages, Mars 2004. Note: HTML version available on line. Keyword(s): Multimedia, Notes de cours, Image, Internet, Réseau, Signaux, Telecommunications. [bibtex-entry]



4. Marc Van Droogenbroeck. Xlim3D: un logiciel de traitement d'images. Rapport d'utilisation, 269 pages, 2002. Keyword(s): Xlim, Xlim3D, Mathematical morphology, Software. [bibtex-entry]



5. Marc Van Droogenbroeck. Acquisition et traitement de l'image. Notes de cours, Université de Liège, 89 pages, Avril 2001. Note: HTML version available on line. Keyword(s): Traitement d'images, Image processing, Notes de cours. [bibtex-entry]

1. Renaud Vandeghen. Semi-supervised learning for object detection in satellite images. Master's thesis, University of Liège, Belgium, June 2020. Keyword(s): Satellite imaging, Semi-supervised, Self training, Detection, Artificial intelligence, Machine learning, Deep learning. [bibtex-entry]



2. Marc Van Droogenbroeck, Adrien Deliège, and Anthony Cioppa. Image classification using neural networks. World Intellectual Property Organization, WO 2019/238976, 55 pages, December 2019. Keyword(s): Patent, Machine learning, Deep learning, Artificial intelligence, HitNet, Capsule, Data augmentation, DeepSport. [bibtex-entry]



3. Marc Van Droogenbroeck, Adrien Deliège, and Anthony Cioppa. Image classification using neural networks. European Patent Office, EP 3 582 142 A1, 32 pages, June 2018. Keyword(s): Patent, Machine learning, Deep learning, Artificial intelligence, HitNet, Capsule, Data augmentation, DeepSport. [bibtex-entry]



4. Sébastien Piérard, Antoine Lejeune, and Marc Van Droogenbroeck. Recognition of emotions in facial images. Internal report, March 2012. Keyword(s): Face, Facial image, Emotion, Classification. [bibtex-entry]



5. Renaud Dardenne. Interaction homme-machine en temps réel par traitement d'images vidéos. Master's thesis, University of Liège, Belgium, 2005. Keyword(s): Human-Computer Interface, Interaction. [bibtex-entry]



6. Renaud Dardenne. Codage et segmentation d'images sur base d'une prédiction par extrapolation. Master's thesis, University of Liège, Belgium, 2003. Keyword(s): Extrapolation, Segmentation, DCT, Prediction, TFE. [bibtex-entry]



7. Marc Van Droogenbroeck. Selective encryption of uncompressed and compressed images. Oral presentation, 46 pages, Centrum Wiskunde & Informatica, November 2002. Keyword(s): Selective encryption, Encryption, Compression, Watermarking, Information. [bibtex-entry]



8. Philippe Salembier, J. Casas, A. Gasull, F. Marqués, A. Oliveras, M. Pardàs, L. Torres, Beatriz Marcotegui, Fernand Meyer, Jean Serra, Marc Van Droogenbroeck, P. Brigger, C. Gu, Murat Kunt, Lionel Bouchard, Christophe Oddou, and A. Sirat. Morphological segmentation-based coding of image sequences. COST 211 ter European workshop on new techniques for coding of video signals at very low bitrates, Hannover, Germany, December 1993. Keyword(s): Morphological video coding. [bibtex-entry]

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