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Functional grasping with dexterous robotic hands is a key capability for enabling tool use and complex manipulation, yet progress has been constrained by two persistent bottlenecks: the scarcity of large-scale datasets and the absence of…

机器人学 · 计算机科学 2026-01-09 Xingyi He , Adhitya Polavaram , Yunhao Cao , Om Deshmukh , Tianrui Wang , Xiaowei Zhou , Kuan Fang

Recent work has demonstrated the ability of deep reinforcement learning (RL) algorithms to learn complex robotic behaviours in simulation, including in the domain of multi-fingered manipulation. However, such models can be challenging to…

Humans naturally integrate vision and haptics for robust object perception during manipulation. The loss of either modality significantly degrades performance. Inspired by this multisensory integration, prior object pose estimation research…

机器人学 · 计算机科学 2025-09-12 Hongyu Li , Mingxi Jia , Tuluhan Akbulut , Yu Xiang , George Konidaris , Srinath Sridhar

Evaluation of grasps on deformable 3D objects is a little-studied problem, even if the applicability of rigid object grasp quality measures for deformable ones is an open question. A central issue with most quality measures is their…

机器人学 · 计算机科学 2023-09-27 Tran Nguyen Le , Jens Lundell , Fares J. Abu-Dakka , Ville Kyrki

In the field of robotic manipulation, the proficiency of deformable object manipulation lags behind human capabilities due to the inherent characteristics of deformable objects. These objects have infinite degrees of freedom, resulting in…

机器人学 · 计算机科学 2023-11-17 Peng Zhou

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…

计算机视觉与模式识别 · 计算机科学 2024-04-17 Pengfei Xie , Wenqiang Xu , Tutian Tang , Zhenjun Yu , Cewu Lu

Garment manipulation is a critical challenge due to the diversity in garment categories, geometries, and deformations. Despite this, humans can effortlessly handle garments, thanks to the dexterity of our hands. However, existing research…

机器人学 · 计算机科学 2025-10-14 Yuran Wang , Ruihai Wu , Yue Chen , Jiarui Wang , Jiaqi Liang , Ziyu Zhu , Haoran Geng , Jitendra Malik , Pieter Abbeel , Hao Dong

Prosthetic hands can help people with limb difference to return to their life routines. Commercial prostheses, however have several limitations in providing an acceptable dexterity. We approach these limitations by augmenting the prosthetic…

计算机视觉与模式识别 · 计算机科学 2019-08-08 Ghazal Ghazaei , Federico Tombari , Nassir Navab , Kianoush Nazarpour

We present a novel Hand-pose Embedding Interactive System (HpEIS) as a virtual sensor, which maps users' flexible hand poses to a two-dimensional visual space using a Variational Autoencoder (VAE) trained on a variety of hand poses. HpEIS…

计算机视觉与模式识别 · 计算机科学 2024-10-14 Songpei Xu , Xuri Ge , Chaitanya Kaul , Roderick Murray-Smith

The varied landscape of robotic hand designs makes it difficult to set a standard for how to measure hand size and to communicate the size of objects it can grasp. Defining consistent workspace measurements would greatly assist scientific…

机器人学 · 计算机科学 2021-06-22 John Morrow , Nuha Nishat , Joshua Campbell , Ravi Balasubramanian , Cindy Grimm

This paper introduces an upper limb postural optimization method for enhancing physical ergonomics and force manipulability during bimanual human-robot co-carrying tasks. Existing research typically emphasizes human safety or manipulative…

机器人学 · 计算机科学 2025-11-07 Chenzui Li , Yiming Chen , Xi Wu , Giacinto Barresi , Fei Chen

This paper presents an implementation and analysis of a five-fingered robotic grasping system that combines contact-based control with inverse kinematics solutions. Using the PyBullet simulation environment and the DexHand v2 model, we…

机器人学 · 计算机科学 2025-05-07 Robinson Umeike

Precision is a crucial performance indicator for robot arms, as high precision manipulation allows for a wider range of applications. Traditional methods for improving robot arm precision rely on error compensation. However, these methods…

机器人学 · 计算机科学 2023-02-28 Qu Weiming , Liu Tianlin , Luo Dingsheng

To enable general-purpose robots, we will require the robot to operate daily articulated objects as humans do. Current robot manipulation has heavily relied on using a parallel gripper, which restricts the robot to a limited set of objects.…

机器人学 · 计算机科学 2023-05-11 Chen Bao , Helin Xu , Yuzhe Qin , Xiaolong Wang

We introduce a novel approach that combines tactile estimation and control for in-hand object manipulation. By integrating measurements from robot kinematics and an image-based tactile sensor, our framework estimates and tracks object pose…

机器人学 · 计算机科学 2024-01-23 Antonia Bronars , Sangwoon Kim , Parag Patre , Alberto Rodriguez

Despite advances in dexterous hand manipulation, robotic hand design is still largely decoupled from task-driven evaluation and control, limiting systematic optimization. Existing robotic hand co-design approaches are often limited in…

机器人学 · 计算机科学 2026-05-01 Mohammad Amin Mirzaee , Harsh Gupta , Wenzhen Yuan

Evaluating the pinch capability of a robotic hand is important for understanding its functional dexterity. However, many existing grasp evaluation methods rely on object geometry or contact force models, which limits their applicability…

机器人学 · 计算机科学 2026-04-23 HyoJae Kang , Joonho Lee , Hyunmok Jung , Dong Il Park

Pseudo-haptic techniques are used to modify haptic perception by appropriately changing visual feedback to body movements. Based on the knowledge that tendon vibration can affect our somatosensory perception, this paper proposes a method…

人机交互 · 计算机科学 2023-08-31 Yutaro Hirao , Tomohiro Amemiya , Takuji Narumi , Ferran Argelaguet , Anatole Lécuyer

Collecting demonstrations enriched with fine-grained tactile information is critical for dexterous manipulation, particularly in contact-rich tasks that require precise force control and physical interaction. While prior works primarily…

机器人学 · 计算机科学 2025-05-06 Di Zhang , Chengbo Yuan , Chuan Wen , Hai Zhang , Junqiao Zhao , Yang Gao

Researchers have identified various sources of tool positioning errors for articulated industrial robots and have proposed dedicated compensation strategies. However, these typically require individual, specialized experiments with separate…

机器人学 · 计算机科学 2026-01-26 Philip Tobuschat , Simon Duenser , Markus Bambach , Ivo Aschwanden