perception-decoupling

PixelEyes proposes a multi-turn visual reasoning agent that decouples perception and reasoning using mask-guided search and semantic-region breadth-first search, introducing a new benchmark (Pinpoint-Bench) and dataset (PixelEyes-6K) to improve localization in visual evidence seeking.