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Pengfei Xie

3 accepted papers

2025

DexTOG: Learning Task-Oriented Dexterous Grasp With Language Condition

RA-L 2025

This study introduces a novel language-guided diffusion-based learning framework, DexTOG, aimed at advancing the field of task-oriented grasping (TOG) with dexterous hands. Unlike existing methods that mainly focus on 2-finger grippers, this research addresses the complexities of dexterous manipulat

Cited by 8SourceScholar
2025

Dynamic Reconstruction of Hand-Object Interaction with Distributed Force-aware Contact Representation

ICCV 2025poster

We present ViTaM-D, a novel visual-tactile framework for reconstructing dynamic hand-object interaction with distributed tactile sensing to enhance contact modeling. Existing methods, relying solely on visual inputs, often fail to capture occluded interactions and object deformation. To address this…

Cited by 0SourcePDFScholar
2024

MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints

CVPR 2024poster

This work proposes a novel learning framework for visual hand dynamics analysis that takes into account the physiological aspects of hand motion. The existing models which are simplified joint-actuated systems often produce unnatural motions. To address this we integrate a musculoskeletal system wit…

Cited by 7SourcePDFScholar