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Xian-Jia Yu

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Preprint Sep 2026

Generalizable 6D Pose Estimation of Textureless Objects with Planar-based Gaussian Splatting

PG-Pose, a geometry-aware framework combining Planar-based Gaussian Splatting (PGS) reconstruction and Geometry-driven pose optimization for industrial robots in grasping tasks, is proposed and deployed on a dual-arm industrial robot and successfully realizes the grasping task on an unseen object.

Jie Lu, Heng-Tan Zhang, Li Gong et al. · 0 citations
Jul 2026

Offline Vision-Language Navigation with Geometric Goal Localization for Outdoor Environments

This paper presents the first systematic benchmark of 17 edge-deployable SLMs against 4 online APIs for robotic navigation instruction decomposition, and proposes a lightweight hybrid semantic-geometric goal localization framework that combines open-vocabulary object detection, prompted segmentation, and LiDAR geometry...

Ali Salmasi, Xian-Jia Yu, Tomi Westerlund · 0 citations

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