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Being able to map the activities of others into one's own point of view is one fundamental human skill even from a very early age. Taking a step toward understanding this human ability, we introduce EgoExoLearn, a large-scale dataset that…

计算机视觉与模式识别 · 计算机科学 2025-03-07 Yifei Huang , Guo Chen , Jilan Xu , Mingfang Zhang , Lijin Yang , Baoqi Pei , Hongjie Zhang , Lu Dong , Yali Wang , Limin Wang , Yu Qiao

Teleoperation offers the possibility of imparting robotic systems with sophisticated reasoning skills, intuition, and creativity to perform tasks. However, current teleoperation solutions for high degree-of-actuation (DoA), multi-fingered…

计算机视觉与模式识别 · 计算机科学 2019-10-16 Ankur Handa , Karl Van Wyk , Wei Yang , Jacky Liang , Yu-Wei Chao , Qian Wan , Stan Birchfield , Nathan Ratliff , Dieter Fox

Effectively handling the interplay between spatial perception and action generation remains a critical bottleneck in robotic manipulation. Existing methods typically treat spatial perception and action execution as decoupled or strictly…

机器人学 · 计算机科学 2026-05-13 Kai Xiong , Hongjie Fang , Lixin Yang , Cewu Lu

In this paper, we discuss a framework for teaching bimanual manipulation tasks by imitation. To this end, we present a system and algorithms for learning compliant and contact-rich robot behavior from human demonstrations. The presented…

机器人学 · 计算机科学 2022-08-02 Simon Stepputtis , Maryam Bandari , Stefan Schaal , Heni Ben Amor

In this work, we aim to learn a unified vision-based policy for multi-fingered robot hands to manipulate a variety of objects in diverse poses. Though prior work has shown benefits of using human videos for policy learning, performance…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Zerui Chen , Shizhe Chen , Etienne Arlaud , Ivan Laptev , Cordelia Schmid

Navigation and obstacle avoidance are some of the hardest tasks for the visually impaired. Recent research projects have proposed technological solutions to tackle this problem. So far most systems fail to provide multidimensional feedback…

人机交互 · 计算机科学 2022-01-13 Manuel Zahn , Armaghan Ahmad Khan

Back injuries are the most prevalent work-related musculoskeletal disorders and represent a major cause of disability. Although innovations in wearable robots aim to alleviate this hazard, the majority of existing exoskeletons are obtrusive…

This paper addresses the scarcity of low-cost but high-dexterity platforms for collecting real-world multi-fingered robot manipulation data towards generalist robot autonomy. To achieve it, we propose the RAPID Hand, a co-optimized hardware…

机器人学 · 计算机科学 2025-06-10 Zhaoliang Wan , Zetong Bi , Zida Zhou , Hao Ren , Yiming Zeng , Yihan Li , Lu Qi , Xu Yang , Ming-Hsuan Yang , Hui Cheng

Dexterous robotic hands have the capability to interact with a wide variety of household objects to perform tasks like grasping. However, learning robust real world grasping policies for arbitrary objects has proven challenging due to the…

机器人学 · 计算机科学 2022-10-26 Zoey Qiuyu Chen , Karl Van Wyk , Yu-Wei Chao , Wei Yang , Arsalan Mousavian , Abhishek Gupta , Dieter Fox

Due to Motor Neurone Diseases, a large population remains disabled worldwide, negatively impacting their independence and quality of life. This typically involves a weakness in the hand and forearm muscles, making it difficult to perform…

人机交互 · 计算机科学 2024-08-29 Md Abdul Baset Sarker , Juan Pablo Sola-thomas , Masudul H. Imtiaz

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

Handheld devices have opened up unprecedented opportunities to collect large-scale, high-quality demonstrations efficiently. However, existing systems often lack robust tactile sensing or reliable pose tracking to handle complex interaction…

机器人学 · 计算机科学 2025-12-03 Chuanyu Li , Chaoyi Liu , Daotan Wang , Shuyu Zhang , Lusong Li , Zecui Zeng , Fangchen Liu , Jing Xu , Rui Chen

We explore learning-based approaches for feedback control of a dexterous five-finger hand performing non-prehensile manipulation. First, we learn local controllers that are able to perform the task starting at a predefined initial state.…

机器学习 · 计算机科学 2016-11-17 Vikash Kumar , Abhishek Gupta , Emanuel Todorov , Sergey Levine

Achieving human-like dexterous robotic manipulation remains a central goal and a pivotal challenge in robotics. The development of Artificial Intelligence (AI) has allowed rapid progress in robotic manipulation. This survey summarizes the…

机器人学 · 计算机科学 2025-11-19 Gaofeng Li , Ruize Wang , Peisen Xu , Qi Ye , Jiming Chen

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

Generalizable dexterous grasping with suitable grasp types is a fundamental skill for intelligent robots. Developing such skills requires a large-scale and high-quality dataset that covers numerous grasp types (i.e., at least those…

机器人学 · 计算机科学 2025-09-04 Jiayi Chen , Yubin Ke , Lin Peng , He Wang

Robot picking and packing tasks require dexterous manipulation skills, such as rearranging objects to establish a good grasping pose, or placing and pushing items to achieve tight packing. These tasks are challenging for robots due to the…

机器人学 · 计算机科学 2025-02-06 Kai Gao , Fan Wang , Erica Aduh , Dylan Randle , Jane Shi

This paper presents a novel teleoperation system with force feedback, utilizing consumer-grade HTC Vive Trackers 2.0. The system integrates a custom-built controller, a UR3 robotic arm, and a Robotiq gripper equipped with custom-designed…

机器人学 · 计算机科学 2025-10-02 S. Satsevich , A. Bazhenov , S. Egorov , A. Erkhov , M. Gromakov , A. Fedoseev , D. Tsetserukou

Enabling multi-fingered robots to grasp and manipulate objects with human-like dexterity is especially challenging during the dynamic, continuous hand-object interactions. Closed-loop feedback control is essential for dexterous hands to…

机器人学 · 计算机科学 2024-12-24 Dongying Tian , Xiangbo Lin , Yi Sun

Dexterous in-hand manipulation is a long-standing challenge in robotics due to complex contact dynamics and partial observability. While humans synergize vision and touch for such tasks, robotic approaches often prioritize one modality,…

机器人学 · 计算机科学 2025-08-21 Yijin Chen , Wenqiang Xu , Zhenjun Yu , Tutian Tang , Yutong Li , Siqiong Yao , Cewu Lu