CoEvolve: Construct-to-Edit Visual Grounding with Bidirectional State Refinement
Quick summary
arXiv:2610.01710v1 Announce Type: new Abstract: Visual grounding localizes an object described by language with a bounding box. Most multimodal grounding models compress target identification, spatial reasoning, and boundary estimation into one terminal prediction. Free-form rationales make reasoning linguistically explicit but do not necessarily expose measurable, editable spatial states. Intermediate localization errors are therefore difficult to diagnose and correct, allowing incorrect region choices and imprecise boundaries to persist in the final box. We introduce CoEvolve, a construct-to
Key takeaways
- arXiv:2610.01710v1 Announce Type: new Abstract: Visual grounding localizes an object described by language with a bounding box.
- Most multimodal grounding models compress target identification, spatial reasoning, and boundary estimation into one terminal prediction.
- Free-form rationales make reasoning linguistically explicit but do not necessarily expose measurable, editable spatial states.
Why it matters
“CoEvolve: Construct-to-Edit Visual Grounding with Bidirectional State Refinement” should be evaluated beyond branding and benchmark scores. Its practical importance will emerge in task accuracy, latency, unit cost, safety and integration with real workflows.
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