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Monogenic representation for self-similar random fields and color images

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Authors : Biermé, Hermine (Author of the conference)
CIRM (Publisher )

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Abstract : We consider the monogenic representation for self-similar random fields. This approach is based on the monogenic representation of a greyscale image, using Riesz transform, and is particularly well-adapted to detect directionality of self-similar Gaussian fields. In particular, we focus on distributions of monogenic parameters defined as amplitude, orientation and phase of the spherical coordinates of the wavelet monogenic representation. This allows us to define estimators for some anisotropic fractional fields. We then consider the elliptical monogenic model to define vector-valued random fields according to natural colors, using the RGB color model. Joint work with Philippe Carre (XLIM, Poitiers), Céline Lacaux (LMA, Avignon) and Claire Launay (IDP, Tours).

Keywords : Gaussian random fields; self-similarity; monogenic signal

MSC Codes :
60G15 - Gaussian processes
60G18 - Self-similar processes
60G60 - Random fields

    Information on the Video

    Film maker : Petit, Jean
    Language : English
    Available date : 12/07/2023
    Conference Date : 29/06/2023
    Subseries : Research talks
    arXiv category : Probability
    Mathematical Area(s) : Probability & Statistics
    Format : MP4 (.mp4) - HD
    Video Time : 01:00:01
    Targeted Audience : Researchers ; Graduate Students ; Doctoral Students, Post-Doctoral Students
    Download : https://videos.cirm-math.fr/2023-06-28_Biermé_1.mp4

Information on the Event

Event Title : Multifractal analysis and self-similarity / Analyse multifractale et auto-similarité
Event Organizers : Barral, Julien ; Batakis, Athanasios ; Berthé, Valérie ; Seuret, Stéphane ; Thuswaldner, Jörg
Dates : 26/06/2023 - 30/06/2023
Event Year : 2023
Event URL : https://conferences.cirm-math.fr/2751.html

Citation Data

DOI : 10.24350/CIRM.V.20063203
Cite this video as: Biermé, Hermine (2023). Monogenic representation for self-similar random fields and color images. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.20063203
URI : http://dx.doi.org/10.24350/CIRM.V.20063203

See Also

Bibliography

  • BIERMÉ, Hermine, CARRÉ, Philippe, LACAUX, Céline, et al. Modélisation de Textures: Champs Gaussiens Autosimilaires et Signal Monogène. 2023. - https://hal.science/hal-04067931/



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