Miguel Colom
- CB - Centre Borelli - UMR 9010 (CB)
- Centre de Mathématiques et de Leurs Applications (CMLA)
Présentation
Je suis enseignant-chercheur senior au Centre Borelli, à l'École normale supérieure Paris-Saclay. Mon principal domaine de recherche est le traitement numérique des images, en particulier l'estimation aveugle du bruit, le débruitage aveugle, la compression et, en général, le traitement du signal. Je travaille sur la conception de satellites (en particulier, sur la mission SMOS-HR), ainsi que sur la détection de falsifications dans les images et les vidéos.
J'ai obtenu l'HDR (Habilitation à Diriger des Recherches) le 20 novembre 2019, et je suis qualifié par le CNU (sections 26 et 27) pour des postes de professeur des universités. Je fais partie du comité éditorial de la revue Image Processing On Line (IPOL) et j'assure la direction technique de son système de démonstration. Le code source de la version de développement d'IPOL ainsi que la documentation LaTeX sont disponibles sur GitHub. Je suis membre du groupe de travail sur les infrastructures pour des logiciels de recherche de qualité de l'European Open Science Cloud (EOSC), au sein duquel nous (1) encourageons le développement et le déploiement d'outils et de services qui permettent aux chercheurs d'archiver, de référencer, de décrire avec des métadonnées appropriées, de partager et de réutiliser les logiciels de recherche, (2) d'améliorer la qualité des logiciels de recherche, et (3) d'accroître la reconnaissance des développeurs et des mainteneurs de logiciels de recherche en tant qu'artefact de recherche important.
Compétences
Publications
Publications
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A Comparative Analysis of OCR Models on Diverse Datasets: Insights from Memes and Hiertext Dataset2025 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW), Feb 2025, Tucson, United States. pp.1343-1353, ⟨10.1109/wacvw65960.2025.00148⟩ |
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OVD-SaaS: Online Verifiable Data Science as a Service, an architecture of microservices for industrial artificial-intelligence applications: Architecture and study cases2024 Sixth International Conference on Intelligent Computing in Data Sciences (ICDS), Oct 2024, Marrakech, Morocco. ⟨10.1109/icds62089.2024.10756305⟩ |
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MaskSim: Detection of synthetic images by masked spectrum similarity analysis2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Jun 2024, Seattle, United States. pp.3855-3865, ⟨10.1109/CVPRW63382.2024.00390⟩ |
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A blockchain-based unified PID with applications in healthcareThe Sixth International Conference on Blockchain Computing and Applications (BCCA 2024), Nov 2024, Dubai, United Arab Emirates. ⟨10.1109/bcca62388.2024.10844401⟩ |
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Rethinking the AI Startups creation business and management model2024 International Conference on Engineering Management of Communication and Technology (EMCTECH), Oct 2024, Vienna, Austria. ⟨10.1109/emctech63049.2024.10741662⟩ |
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Détection a contrario de la double compression vidéo et application préliminaire à la détection de deepfakesXXIXème Colloque Francophone de Traitement du Signal et des Images GRETSI 2023, Aug 2023, Grenoble, France |
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PRNU-based source camera statistical certification2023 IEEE International Workshop on Information Forensics and Security (WIFS 2023), Dec 2023, Nuremberg, Germany. ⟨10.1109/WIFS58808.2023.10375045⟩ |
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Development Efforts for Reproducible Research: Platform, Library and Editorial InvestmentRRPR 2022: Reproducible Research in Pattern Recognition, Aug 2022, Montréal, Canada. pp.3-21, ⟨10.1007/978-3-031-40773-4_1⟩ |
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Multi-snapshot inversion of interferometric synthetic aperture microwave radiometry observations for remote sensing2023 IEEE Conference on Antenna Measurements and Applications (CAMA 2023), Nov 2023, Gênes, Italy. pp.457-462, ⟨10.1109/CAMA57522.2023.10352689⟩ |
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Non-Semantic Evaluation of Image Forensics Tools: Methodology and DatabaseIEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Jan 2022, Waikoloa, Hawai, United States. ⟨10.1109/wacv51458.2022.00244⟩ |
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Video Signal-Dependent Noise Estimation via Inter-Frame Prediction2022 IEEE International Conference on Image Processing (ICIP), Oct 2022, Bordeaux, France. pp.1406-1410, ⟨10.1109/icip46576.2022.9897605⟩ |
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Noisesniffer: a Fully Automatic Image Forgery Detector Based on Noise Analysis2021 IEEE International Workshop on Biometrics and Forensics (IWBF), May 2021, Rome, Italy. pp.1-6, ⟨10.1109/IWBF50991.2021.9465095⟩ |
A new L-band passive radiometer for earth observation : SMOS-high resolution (SMOS-HR)IGARRS.International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, Hawaii, United States. pp.5978-2981, ⟨10.1109/IGARSS39084.2020.9324685⟩ |
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JPEG Grid Detection based on the Number of DCT Zeros and its Application to Automatic and Localized Forgery DetectionIEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Jun 2019, Long Beach, United States |
SMOS-HR: A High Resolution L-Band Passive Radiometer for Earth Science and ApplicationsIGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.8392-8395, ⟨10.1109/IGARSS.2019.8897815⟩ |
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The IPOL Demo System: A Scalable Architecture of Microservices for Reproducible Research1st Workshop on Reproducible Research in Pattern Recognition, Dec 2016, Cancun, Mexico. pp.3-16, ⟨10.1007/978-3-319-56414-2_1⟩ |
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Preface of the proceedings of the First International Workshop on Reproducible Research in Pattern Recognition, RRPR 2016First International Workshop on Reproducible Research in Pattern Recognition, RRPR 2016, 2016, Mexico, Mexico |
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IPOL: a new journal for fully reproducible research; analysis of four years developmentWorkshop NTMS 2015 on Reproducibility in Computation Based Research, Jul 2015, Paris, France |
Reproducible Research in Pattern RecognitionRRPR 2022, 14068, Springer International Publishing, 2023, Lecture Notes in Computer Science, ⟨10.1007/978-3-031-40773-4⟩ |
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Reproducible Research in Pattern Recognition: Third International Workshop, RRPR 202112636, Springer International Publishing, 2021, Lecture Notes in Computer Science, 978-3-030-76422-7. ⟨10.1007/978-3-030-76423-4⟩ |
Reproducible Research in Pattern Recognition, Second International Workshop, RRPR 2018Reproducible Research in Pattern Recognition, Second International Workshop, RRPR 2018, Lecture Notes in Computer Science, 11455, Springer Cham, 2018, 978-3-030-23986-2. ⟨10.1007/978-3-030-23987-9⟩ |
How to Reconstruct the History of a Digital Image, and of Its AlterationsMultimedia Security 1 Authentication and Data Hiding, 1 (1), Wiley, pp.1/40, 2022, 9781119901808. ⟨10.1002/9781119901808.ch1⟩ |
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An Overview of Platforms for Reproducible Research and Augmented PublicationsReproducible Research in Pattern Recognition, pp.25-39, 2019, ⟨10.1007/978-3-030-23987-9_2⟩ |
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Alvolution - al and digital technologies in the European Union2024 |
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Ensure Software QualityEuropean Comission. 2024, https://zenodo.org/records/10723608 |
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Task Force Sub Group 3 - Review of Software Quality Attributes and CharacteristicsEuropean Comission. 2023, https://zenodo.org/record/8221384 |
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Scholarly Infrastructures for Research SoftwareEuropean Comission. 2020, https://op.europa.eu/fr/publication-detail/-/publication/145fd0f3-3907-11eb-b27b-01aa75ed71a1/ |
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Multiscale Noise Estimation and Removal for Digital ImagesImage Processing [eess.IV]. Universitat de les Illes Balears (Espagne), 2014. English. ⟨NNT : ⟩ |
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Direct and inverse imaging. Applications to satellite design and to forgery detection.Signal and Image Processing. ENS Paris-Saclay, 2019 |