ICLR2025
InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences
Hongkai Zheng, Wenda Chu, Bingliang Zhang, Zihui Wu, Austin Wang, Berthy Feng, Caifeng Zou, Yu Sun, Nikola Borislavov Kovachki, Zachary E. Ross, Katherine L. Bouman, Yisong Yue
Abstract
Most methods using diffusion models for solving inverse problems claim to be general but are mostly tested on image restoration tasks. • We benchmark 14 methods on five representative inverse problems. • We provide a highly modular and scalable codebase.