Open World Object Detection systems built on multimodal foundation models suffer from semantic ambiguity due to unidirectional text-to-vision matching

Open World Object Detection (OWOD) built on multimodal foundation models often suffers from semantic ambiguity caused by unidirectional text-to-vision matching

http://arxiv.org/abs/2608.27214v1