A new study published on arXiv proposes a method called COMPASS, aimed at improving the reliability of multimodal models in understanding visual composition.
The research emphasizes the importance of high-level visual intent in organizing scenes, addressing some of the limitations found in existing multimodal models.
This work, identified by the arXiv identifier 2606.28696v1, was made available on June 30, 2026, and seeks to refine how visual elements are interpreted and arranged.