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20242026
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cs.CV2026

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought

Ling Li, Bowen Liu, Zinuo Zhan +5

Pointing-based visual grounding requires models to precisely locate target objects by deciphering complex spatial relationships between the visual scene and pointing gestures. Trad…

cs.CV2026

VistaRef: Boosting Visual Spatial Orientation Awareness for Pointing-to-Object Detection

Ling Li, Zhizhen Cai, Xinkun Wu +4

Grounding deictic gestures in natural images is fundamental to AR and human-robot collaboration, providing a basis for seamless spatial interaction. While Transformer-based visual…

cs.CV2026

From Sparse to Dense: Spatio-Temporal Fusion for Multi-View 3D Human Pose Estimation with DenseWarper

Ling Li, Changjie Chen, Yuyan Wang +4

In multi-view 3D human pose estimation, models typically rely on images captured simultaneously from different camera views to predict a pose at a specific moment. While providing…

cs.CV2026

Beyond Language: Grounding Referring Expressions with Hand Pointing in Egocentric Vision

Ling Li, Bowen Liu, Zinuo Zhan +4

Traditional Visual Grounding (VG) predominantly relies on textual descriptions to localize objects, a paradigm that inherently struggles with linguistic ambiguity and often ignores…

cs.CV2025

Move to Understand a 3D Scene: Bridging Visual Grounding and Exploration for Efficient and Versatile Embodied Navigation

Ziyu Zhu, Xilin Wang, Yixuan Li +9

Embodied scene understanding requires not only comprehending visual-spatial information that has been observed but also determining where to explore next in the 3D physical world.…

cs.CV2024

Unifying 3D Vision-Language Understanding via Promptable Queries

Ziyu Zhu, Zhuofan Zhang, Xiaojian Ma +6

A unified model for 3D vision-language (3D-VL) understanding is expected to take various scene representations and perform a wide range of tasks in a 3D scene. However, a considera…