ZeroEC: A Zero-Reference Framework for Robust Exposure Correction via Consistency Learning
Under Review

ZeroEC removes dependence on curated multi-exposure data by synthesizing continuous exposure degradations online and enforcing consistent correction across them. An inverse-exposure constraint exploits complementary observable regions to improve severely degraded areas while remaining applicable to different correction backbones.
