Learning diverse bimanual dexterous manipulation skills from human demonstrations

B Zhou, H Yuan, Y Fu, Z Lu - arxiv preprint arxiv:2410.02477, 2024 - arxiv.org
Bimanual dexterous manipulation is a critical yet underexplored area in robotics. Its high-
dimensional action space and inherent task complexity present significant challenges for …

Multi-Modal Diffusion for Hand-Object Grasp Generation

J Cao, J Liu, K Kitani, Y Zhou - arxiv preprint arxiv:2409.04560, 2024 - arxiv.org
In this work, we focus on generating hand grasp over objects. Compared to previous works
of generating hand poses with a given object, we aim to allow the generalization of both …

Dexdiffuser: Interaction-aware diffusion planning for adaptive dexterous manipulation

Z Liang, Y Mu, Y Wang, F Ni, T Chen, W Shao… - arxiv preprint arxiv …, 2024 - arxiv.org
Dexterous manipulation with contact-rich interactions is crucial for advanced robotics. While
recent diffusion-based planning approaches show promise for simpler manipulation tasks …

CHOICE: Coordinated Human-Object Interaction in Cluttered Environments for Pick-and-Place Actions

J Lu, H Zhang, Y Ye, T Shiratori, S Starke… - arxiv preprint arxiv …, 2024 - arxiv.org
Animating human-scene interactions such as pick-and-place tasks in cluttered, complex
layouts is a challenging task, with objects of a wide variation of geometries and articulation …

DexH2R: Task-oriented Dexterous Manipulation from Human to Robots

S Zhao, X Zhu, Y Chen, C Li, X Zhang, M Ding… - arxiv preprint arxiv …, 2024 - arxiv.org
Dexterous manipulation is a critical aspect of human capability, enabling interaction with a
wide variety of objects. Recent advancements in learning from human demonstrations and …

基于大模型的具身智能系统综述

王文晟, 谭宁, 黄凯, 张雨浓, 郑伟诗, 孙富春 - 自动化学报, 2025 - aas.net.cn
得益于**期具有世界知识的大规模预训练模型的迅速发展, 基于大模型的具身智能在各类任务中
取得了良好的效果, 展现出了**大的泛化能力与在各领域内广阔的应用前景. 鉴于此 …

[PDF][PDF] DexHandDiff: Interaction-aware Diffusion Planning for Adaptive Dexterous Manipulation

Z Liang, Y Mu, Y Wang, T Chen, W Shao, W Zhan… - i-newcar.com
Dexterous manipulation with contact-rich interactions is crucial for advanced robotics. While
recent diffusion-based planning approaches show promise for simpler manipulation tasks …