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Object grasping is an important ability required for various robot tasks. In particular, tasks that require precise force adjustments during operation, such as grasping an unknown object or using a grasped tool, are difficult for humans to…

机器人学 · 计算机科学 2024-01-22 Koki Yamane , Sho Sakaino , Toshiaki Tsuji

In-hand manipulation of tools using dexterous hands in real-world is an underexplored problem in the literature. In addition to more complex geometry and larger size of the tools compared to more commonly used objects like cubes or…

机器人学 · 计算机科学 2024-10-11 Shaunak A. Mehta , Rana Soltani Zarrin

In this paper, a novel approach is proposed for learning robot control in contact-rich tasks such as wiping, by developing Diffusion Contact Model (DCM). Previous methods of learning such tasks relied on impedance control with time-varying…

机器人学 · 计算机科学 2024-03-21 Masashi Okada , Mayumi Komatsu , Tadahiro Taniguchi

We present a method of training character manipulation of amorphous materials such as those often used in cooking. Common examples of amorphous materials include granular materials (salt, uncooked rice), fluids (honey), and visco-plastic…

图形学 · 计算机科学 2021-03-04 Yunbo Zhang , Wenhao Yu , C. Karen Liu , Charles C. Kemp , Greg Turk

Many objects, such as tools and household items, can be used only if grasped in a very specific way - grasped functionally. Often, a direct functional grasp is not possible, though. We propose a method for learning a dexterous pre-grasp…

机器人学 · 计算机科学 2025-02-27 Dmytro Pavlichenko , Sven Behnke

Predicting and generating human hand grasp over objects is critical for animation and robotic tasks. In this work, we focus on generating both the hand and objects in a grasp by a single diffusion model. Our proposed Joint Hand-Object…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Jinkun Cao , Jingyuan Liu , Kris Kitani , Yi Zhou

Contact-based estimation of object pose is challenging due to discontinuities and ambiguous observations that can correspond to multiple possible system states. This multimodality makes it difficult to efficiently sample valid hypotheses…

机器人学 · 计算机科学 2025-06-18 Ante Maric , Julius Jankowski , Giammarco Caroleo , Alessandro Albini , Perla Maiolino , Sylvain Calinon

Dexterous robotic manipulation remains a challenging domain due to its strict demands for precision and robustness on both hardware and software. While dexterous robotic hands have demonstrated remarkable capabilities in complex tasks,…

机器人学 · 计算机科学 2024-08-22 Zilin Si , Kevin Lee Zhang , Zeynep Temel , Oliver Kroemer

Many industries extensively use flexible materials. Effective approaches for handling flexible objects with a robot manipulator must address residual vibrations. Existing solutions rely on complex models, use additional instrumentation for…

机器人学 · 计算机科学 2022-11-22 Daniele Ronzani , Shamil Mamedov , Jan Swevers

Contact-rich manipulation depends on applying the correct grasp forces throughout the manipulation task, especially when handling fragile or deformable objects. Most existing imitation learning approaches often treat visuotactile feedback…

机器人学 · 计算机科学 2025-10-16 Erik Helmut , Niklas Funk , Tim Schneider , Cristiana de Farias , Jan Peters

Accurately modeling local surface properties of objects is crucial to many robotic applications, from grasping to material recognition. Surface properties like friction are however difficult to estimate, as visual observation of the object…

机器人学 · 计算机科学 2025-01-09 Tran Nguyen Le , Francesco Verdoja , Fares J. Abu-Dakka , Ville Kyrki

Simultaneously grasping and delivering multiple objects can significantly enhance robotic work efficiency and has been a key research focus for decades. The primary challenge lies in determining how to push objects, group them, and execute…

机器人学 · 计算机科学 2025-08-04 Takahiro Yonemaru , Weiwei Wan , Tatsuki Nishimura , Kensuke Harada

Object-level manipulation, relocating or reorienting objects in images or videos while preserving scene realism, is central to film post-production, AR, and creative editing. Yet existing methods struggle to jointly achieve three core…

计算机视觉与模式识别 · 计算机科学 2026-02-13 Penghui Ruan , Bojia Zi , Xianbiao Qi , Youze Huang , Rong Xiao , Pichao Wang , Jiannong Cao , Yuhui Shi

The ability to manipulate objects in a desired configurations is a fundamental requirement for robots to complete various practical applications. While certain goals can be achieved by picking and placing the objects of interest directly,…

机器人学 · 计算机科学 2023-09-18 Utkarsh A. Mishra , Yongxin Chen

Highly constrained manipulation tasks continue to be challenging for autonomous robots as they require high levels of precision, typically less than 1mm, which is often incompatible with what can be achieved by traditional perception…

机器人学 · 计算机科学 2021-12-20 Andrew S. Morgan , Bowen Wen , Junchi Liang , Abdeslam Boularias , Aaron M. Dollar , Kostas Bekris

Policy learning in robot-assisted surgery (RAS) lacks data efficient and versatile methods that exhibit the desired motion quality for delicate surgical interventions. To this end, we introduce Movement Primitive Diffusion (MPD), a novel…

Precise human mesh recovery (HMR) from multi-view images remains challenging: end-to-end methods produce entangled errors hard to localize, while fitting-based methods rely on sparse keypoints that provide limited surface constraints. We…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Renke Wang , Zhenyu Zhang , Ying Tai , Jun Li , Jian Yang

Recent advances in diffusion models enable many powerful instruments for image editing. One of these instruments is text-driven image manipulations: editing semantic attributes of an image according to the provided text description. %…

计算机视觉与模式识别 · 计算机科学 2023-04-11 Nikita Starodubcev , Dmitry Baranchuk , Valentin Khrulkov , Artem Babenko

Handle-based mesh deformation is a classic paradigm in computer graphics which enables intuitive edits from sparse controls. Classical techniques are fast and precise, but require users to know ideal handle placement apriori, which can be…

计算机视觉与模式识别 · 计算机科学 2026-03-26 Richard Liu , Itai Lang , Rana Hanocka

Multi-fingered hands are emerging as powerful platforms for performing fine manipulation tasks, including tool use. However, environmental perturbations or execution errors can impede task performance, motivating the use of recovery…

机器人学 · 计算机科学 2025-10-09 Abhinav Kumar , Fan Yang , Sergio Aguilera Marinovic , Soshi Iba , Rana Soltani Zarrin , Dmitry Berenson