Nov 5 – 7, 2025
Université de Montpellier
Europe/Paris timezone

Generative models and component separation with Scattering Transforms

Nov 6, 2025, 9:40 AM
30m
Amphithéâtre de physique, bâtiment 20 (Université de Montpellier)

Amphithéâtre de physique, bâtiment 20

Université de Montpellier

Université de Montpellier, campus Triolet Parvis Alexander Grothendieck 34095 Montpellier Zoom link: https://umontpellier-fr.zoom.us/j/5653271803?pwd=bVRSTi9wMW9BTkE0WDEyalFEQlVIdz09

Speaker

Louise Musset

Description

Scattering Transforms are a type of summary statistics developed for the study of highly non-Gaussian processes. These statistics can be used to build generative models of data, and even to develop new component separation techniques. In this seminar, I will first give a general introduction to these tools. Then, I will show how they can be used for generative models of physical fields, with examples on various data formats (2D planar or spherical maps, 3D data). Finally, I will show an example of component separation between galactic dust emission and the cosmic infrared background using Scattering Transforms.

Presentation materials