Projects per year
Personal profile
Expertise
Digital Mathematics with specialty in Information Forensics and Security
- Fundamental Research: algebra (in particular group and ring theory), functional analysis (in particular fourier analysis, wavelets and other sparse representations)
- Strategic Research: discrete and continuous techniques for digital forensics (layout analysis, image quality assessment, distortion detection, authentication, traitor tracing, ...) & security (cryptography, watermarking, steganography, signal processing in the encrypted domain, ...)
- Applied Research Domains: data science (AI, machine learning), parsing of documents with complex layout, image processing for art investigation including cultural heritage, medical imaging, image/video processing for broadcasting, secure cloud and edge computing, privacy preserving technologies, quantum computing
Education/Academic qualification
Mathematics, PhD, Vrije Universiteit Brussel
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Projects
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VLAOO15: O&O project iGRiC - intelligent Governance Risk Compliance
1/10/20 → 31/03/23
Project: Applied
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ANI239: Francqui Chair VUB 2019-2020: appointed to Gitta Kutyniok (Technische Universiteit Berlijn)
1/11/19 → 31/10/21
Project: Fundamental
Research output
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Probabilistic Homogeneity for Document Image Segmentation
Lu, T. & Dooms, A., Jan 2021, In : Pattern Recognition. 109, p. 1-14 14 p., 107591.Research output: Contribution to journal › Article
Open AccessFile20 Downloads (Pure) -
A Deep Transfer Learning Approach to Document Image Quality Assessment
Lu, T. & Dooms, A., 3 Feb 2020, 2019 International Conference on Document Analysis and Recognition (ICDAR). September-2019 ed. Sydney, Australia: IEEE, Vol. September-2019. p. 1372-1377 6 p. 19318631. (Proceedings of 2019 International Conference on Document Analysis and Recognition (ICDAR); vol. September-2019, no. September-2019).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access -
A Novel Contractive GAN Model for a Unified Approach Towards Blind Quality Assessment of Images from Heterogeneous Sources
Lu, T. & Dooms, A., 1 Jan 2020, Advances in Visual Computing - 15th International Symposium, ISVC 2020, Proceedings. Bebis, G., Yin, Z., Kim, E., Bender, J., Subr, K., Kwon, B. C., Zhao, J., Kalkofen, D. & Baciu, G. (eds.). Springer Science and Business Media Deutschland GmbH, p. 27-38 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12509 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
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Noise characterization for historical documents with physical distortions
Lu, T., Ilic, D. N. M. & Dooms, A., 1 Apr 2020, Proceedings Volume 11353, Optics, Photonics and Digital Technologies for Imaging Applications VI. Schelkens, P. & Kozacki, T. (eds.). VI, 113530F ed. France: SPIE, Vol. 11353. p. 1-11 11 p. 113530F. (Optics, Photonics and Digital Technologies for Imaging Applications VI; vol. 11353, no. 11353-14).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access -
Stable High-Speed Encryption Key Distribution via Synchronization of Chaotic Optoelectronic Oscillators
Böhm, F., Sahakian, S., Dooms, A., Verschaffelt, G. & Van Der Sande, G., 5 Jun 2020, In : Physical Review Applied. 13, 064014.Research output: Contribution to journal › Article
Open AccessFile2 Downloads (Pure)
Prizes
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Apple ARTS Laureate (Apple Research and Technology Support)
Ann Dooms (Recipient), 1 Feb 2010
Prize: Prize (including medals and awards)
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ICDAR2019 Competition on Recognition of Documents with Complex Layouts
Tan Lu (Recipient) & Ann Dooms (Recipient), 23 Sep 2019
Prize: Fellowship awarded competitively
File -
Prijs van de Faculteit Wetenschappen
Ann Dooms (Recipient), 7 Jul 2000
Prize: Prize (including medals and awards)
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Activities
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Secure high-speed key distribution using chaotic opto-electronic feedback systems
Fabian BöHM (Speaker), Ann Dooms (Contributor), Guy Verschaffelt (Contributor), Guy Van Der Sande (Contributor)15 Nov 2018 → 16 Nov 2018Activity: Talk or presentation › Talk or presentation at a conference
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WeBBT 2012
Ann Dooms (Participant)20 Mar 2012Activity: Participating in or organising an event › Participation in workshop, seminar
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4th International Workshop on Image Processing for Art Investigation (IP4AI 2011)
Ann Dooms (Organiser)15 Sep 2011 → 16 Sep 2011Activity: Participating in or organising an event › Participation in workshop, seminar
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iMinds 2011
Ann Dooms (Participant)13 Oct 2011Activity: Participating in or organising an event › Participation in conference
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IEEE International Conference on Image Processing (ICIP 2011)
Ann Dooms (Organiser)10 Sep 2011 → 14 Sep 2011Activity: Participating in or organising an event › Participation in conference
Press / Media
Thesis
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A Customized Machine Learning Framework for Objective Visual Quality Assessment
Author: Barri, A., Dooms, A. & Schelkens, P., 30 Nov 2015Supervisor: Dooms, A. (Promotor) & Schelkens, P. (Jury)
Student thesis: Doctoral Thesis
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Automated Crack Detection based on Morphological Segmentation of X-radiographic Imagery: A Study of The Ghent Altarpiece
Author: Lewis, G., Dooms, A. & Cornelis, B., Aug 2013Supervisor: Dooms, A. (Promotor) & Cornelis, B. (Advisor)
Student thesis: Master's Thesis
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Blame Prediction: Early detection of type errors in dynamically typed programming languages
Author: Harnie, D., 11 Sep 2015Supervisor: De Meuter, W. (Promotor), Scholliers, C. (Co-promotor), De Roover, C. (Jury), Nowe, A. (Jury), Dooms, A. (Jury), Jonckers, V. (Jury), Schrijvers, T. (External person) (Jury) & Noye, J. (External person) (Jury)
Student thesis: Doctoral Thesis
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De eenhedengroep van een gehele groepring
Author: Dooms, A. & Jespers, E., 2000Supervisor: Jespers, E. (Promotor)
Student thesis: Master's Thesis
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Designing a reduced reference objective image quality metric under bandwidth con- straints of the side-channel
Author: Dooms, A. & Castanera, C., 15 Sep 2014Student thesis: Master's Thesis