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cs.CV2026
DepthEvidence: Unifying Metric Depth Prediction and Geometric Reasoning in Multimodal Language Models
Jiangning Wei, Yuan Yao, Miaomiao Cui +4
Spatial reasoning with metric constraints requires linking objects to geometric measurements and preserving their numerical content during language reasoning. We present DepthEvide…
cs.CV2026
Qwen3-VL-Seg: Unlocking Open-World Referring Segmentation with Vision-Language Grounding
Yuan Yao, Qiushi Yang, Humen Zhong +5
Open-world referring segmentation requires grounding unconstrained language expressions to precise pixel-level regions. Existing multimodal large language models (MLLMs) exhibit st…