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What is the right object representation for manipulation? We would like robots to visually perceive scenes and learn an understanding of the objects in them that (i) is task-agnostic and can be used as a building block for a variety of…

机器人学 · 计算机科学 2018-09-10 Peter R. Florence , Lucas Manuelli , Russ Tedrake

Existing approaches to 3D semantic urban scene generation predominantly rely on voxel-based representations, which are bound by fixed resolution, challenging to edit, and memory-intensive in their dense form. In contrast, we advocate for a…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Christina Ourania Tze , Daniel Dauner , Yiyi Liao , Dzmitry Tsishkou , Andreas Geiger

Assembling a slave object into a fixture-free master object represents a critical challenge in flexible manufacturing. Existing deep reinforcement learning-based methods, while benefiting from visual or operational priors, often struggle…

机器人学 · 计算机科学 2024-06-04 Chuang Wang , Lie Yang , Ze Lin , Yizhi Liao , Gang Chen , Longhan Xie

Non-verbal behavior is essential for embodied agents like social robots, virtual avatars, and digital humans. Existing behavior authoring approaches including keyframe animation and motion capture are too expensive to use when there are…

人机交互 · 计算机科学 2021-08-11 Youngwoo Yoon , Keunwoo Park , Minsu Jang , Jaehong Kim , Geehyuk Lee

Modern computer vision algorithms typically require expensive data acquisition and accurate manual labeling. In this work, we instead leverage the recent progress in computer graphics to generate fully labeled, dynamic, and photo-realistic…

计算机视觉与模式识别 · 计算机科学 2016-05-23 Adrien Gaidon , Qiao Wang , Yohann Cabon , Eleonora Vig

As humans can explore and understand the world through active touch, similar capability is desired for robots. In this paper, we address the problem of active tactile object recognition, pose estimation and shape transfer learning, where a…

机器人学 · 计算机科学 2026-03-05 Haodong Zheng , Andrei Jalba , Raymond H. Cuijpers , Wijnand IJsselsteijn , Sanne Schoenmakers

Tactile information plays a crucial role for humans and robots to interact effectively with their environment, particularly for tasks requiring the understanding of contact properties. Solving such dexterous manipulation tasks often relies…

机器人学 · 计算机科学 2025-09-03 Fangchen Liu , Chuanyu Li , Yihua Qin , Jing Xu , Pieter Abbeel , Rui Chen

Reconstructing dynamic hand-object interactions from monocular videos is critical for dexterous manipulation data collection and creating realistic digital twins for robotics and VR. However, current methods face two prohibitive barriers:…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Jin-Chuan Shi , Binhong Ye , Tao Liu , Xiaoyang Liu , Yangjinhui Xu , Junzhe He , Zeju Li , Hao Chen , Chunhua Shen

Deformable object manipulation requires computationally efficient representations that are compatible with robotic sensing modalities. In this paper, we present VIRDO:an implicit, multi-modal, and continuous representation for…

机器人学 · 计算机科学 2022-09-28 Youngsun Wi , Pete Florence , Andy Zeng , Nima Fazeli

Autonomous systems face the intricate challenge of navigating unpredictable environments and interacting with external objects. The successful integration of robotic agents into real-world situations hinges on their perception capabilities,…

机器人学 · 计算机科学 2025-02-10 Enrico Donato , Thomas George Thuruthel , Egidio Falotico

In this work, we present a reconfigurable data glove design to capture different modes of human hand-object interactions, which are critical in training embodied artificial intelligence (AI) agents for fine manipulation tasks. To achieve…

机器人学 · 计算机科学 2023-02-03 Hangxin Liu , Zeyu Zhang , Ziyuan Jiao , Zhenliang Zhang , Minchen Li , Chenfanfu Jiang , Yixin Zhu , Song-Chun Zhu

Recent advances in 3D-aware GAN models have enabled the generation of realistic and controllable human body images. However, existing methods focus on the control of major body joints, neglecting the manipulation of expressive attributes,…

计算机视觉与模式识别 · 计算机科学 2023-11-23 Zhongcong Xu , Jianfeng Zhang , Jun Hao Liew , Jiashi Feng , Mike Zheng Shou

In-hand tool manipulation is an operation that not only manipulates a tool within the hand (i.e., in-hand manipulation) but also achieves a grasp suitable for a task after the manipulation. This study aims to achieve an in-hand tool…

Driven by the vision of everyday haptics, the HCI community is advocating for "design touch first" and investigating "how to touch well." However, a gap remains between the exploratory nature of haptic design and technical reproducibility.…

Past research has widely explored the design and fabrication of resistive matrix-based tactile sensors as a means of creating touch-sensitive devices. However, developing portable, adaptive, and long-lasting tactile sensing systems that…

人机交互 · 计算机科学 2025-04-25 Devin Murphy , Junyi Zhu , Paul Pu Liang , Wojciech Matusik , Yiyue Luo

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

Tactile information is important for gripping, stable grasp, and in-hand manipulation, yet the complexity of tactile data prevents widespread use of such sensors. We make use of an unsupervised learning algorithm that transforms the complex…

机器人学 · 计算机科学 2016-06-24 Maximilian Karl , Justin Bayer , Patrick van der Smagt

We introduce a novel virtual robotic toolkit myGym, developed for reinforcement learning (RL), intrinsic motivation and imitation learning tasks trained in a 3D simulator. The trained tasks can then be easily transferred to real-world…

机器人学 · 计算机科学 2020-12-23 Michal Vavrecka , Nikita Sokovnin , Megi Mejdrechova , Gabriela Sejnova , Marek Otahal

Tendon-based underactuated hands are intended to be simple, compliant and affordable. Often, they are 3D printed and do not include tactile sensors. Hence, performing in-hand object recognition with direct touch sensing is not feasible.…

机器人学 · 计算机科学 2024-01-31 Julius Arolovitch , Osher Azulay , Avishai Sintov

Alignment between real and virtual objects is a challenging task required for the deployment of Mixed Reality (MR) into manufacturing, medical, and construction applications. To face this challenge, a series of methods have been proposed.…