Preprint Open access
PolyOCR-Venus: Unified OCR Foundation Models for Text-Centric Visual Intelligence
Optical Character Recognition (OCR) is evolving from plain-text transcription toward general visual intelligence, requiring models to recognize, localize, and reason over textual information in complex visual environments. However, existing OCR systems often excel at only some tasks and struggle to balance recognition, …