Huihui Liu

Query-Driven Evidence Retrieval for Efficient 3-D Question Answering

Opti3D is proposed, a training-free, plug-and-play structured evidence construction framework that retrieves compact query-relevant visual evidence for off-the-shelf Video LLMs and shows that explicit geometry-aware view deduplication reduces redundant visual inputs and provides more reliable evidence for viewpoint-amb...