2 papers
stat.ML2026
Reconstruction-Aware Distribution Matching for Inverse Problems with Unpaired Data
Thomas Ryckeboer, Giacomo Meanti, Julien Mairal
Recovering the forward operator of an imaging system from unpaired data avoids both calibration hardware and the clean/degraded pairs that supervision requires-pairs that, for a re…
cs.CV2025
Unsupervised Imaging Inverse Problems with Diffusion Distribution Matching
Giacomo Meanti, Thomas Ryckeboer, Michael Arbel +1
This work addresses image restoration tasks through the lens of inverse problems using unpaired datasets. In contrast to traditional approaches -- which typically assume full knowl…