This repository contains code for synthesis and super-resolution methods that use the scattering transform. These methods are based on the following papers:
- Multiscale Sparse Microcanonical Models by Joan Bruna and Stéphane Mallat
- Inverse Problems with Invariant Multiscale Statistics by Ivan Dokmanić, Joan Bruna, Stéphane Mallat, and Maarten de Hoop
I developed this code as part of my Bachelor Thesis at NYU while I was a visiting student under the supervision of Joan Bruna.
This repository also includes a vectorized implementation of the scattering transform based on Kymatio, which I wrote for learning purposes.