OPUS: A Simple yet Effective Unified Framework for Open-Vocabulary Detection
The finding is that unified OVD can be made substantially simpler with semantic-rich visual representations and scalable grounding supervision, and turns mixed prompting from interference into complementarity, improving over text or visual prompt alone.