Author

Ranjay Krishna

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Preprint Sep 2026

OmniTaskonomy: When Does Visual Generation Improve Visual Understanding?

Training a model to generate visual content can encourage it to learn rich perceptual capabilities related to geometry, spatial relationships, and objectness; yet, its benefits for visual understanding remain unclear. We ask: when and how does visual generation supervision improve visual understanding? We study control...

Jia-Xin Ge, Yi-Ming Qin, Ji Xie et al. · 0 citations

Preprint Aug 2026

Vision-Language Grounding as Bidirectional Concept Correspondence

This formulation unifies common grounding tasks, including phrase grounding, referring expression grounding, and open-vocabulary detection, by treating text segmentation, image segmentation, and cross-modal alignment as a single correspondence prediction problem.

Jieyu Zhang, Ziqi Gao, Luke S. Zettlemoyer et al. · 0 citations