FIRM Cuts Network Evaluations 50x for Inverse Imaging

WashU and UW-Madison researchers proposed FIRM, a flow-based method for imaging inverse problems that embeds the measurement operator into the velocity field. It needs only about 10 network evaluations with a 2-step ODE, reconstructing a CelebA deblurring image in 0.24 seconds versus 13.03 seconds for baselines.

2026-10-07 ~ 2026-10-07 · 3 related posts

• FIRM needs only 10 NFEs and 0.24s per image on CelebA deblurring, beating baselines — prof_kamilov · 2026-10-07
• FIRM embeds the measurement operator in a flow's velocity field, cutting NFEs up to 50x — prof_kamilov · 2026-10-07

1 near-duplicate retellings: prof_kamilov