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相关论文: VIHE: Virtual In-Hand Eye Transformer for 3D Robot…

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Human hands possess remarkable dexterity and have long served as a source of inspiration for robotic manipulation. In this work, we propose a human $\textbf{H}$and$\textbf{-In}$formed visual representation learning framework to solve…

机器学习 · 计算机科学 2023-10-16 Yanjie Ze , Yuyao Liu , Ruizhe Shi , Jiaxin Qin , Zhecheng Yuan , Jiashun Wang , Huazhe Xu

In this letter, we introduce ViHOPE, a novel framework for estimating the 6D pose of an in-hand object using visuotactile perception. Our key insight is that the accuracy of the 6D object pose estimate can be improved by explicitly…

机器人学 · 计算机科学 2023-09-12 Hongyu Li , Snehal Dikhale , Soshi Iba , Nawid Jamali

Dexterous manipulation of objects in virtual environments with our bare hands, by using only a depth sensor and a state-of-the-art 3D hand pose estimator (HPE), is challenging. While virtual environments are ruled by physics, e.g. object…

计算机视觉与模式识别 · 计算机科学 2020-08-10 Guillermo Garcia-Hernando , Edward Johns , Tae-Kyun Kim

When performing 3D manipulation tasks, robots have to execute action planning based on perceptions from multiple fixed cameras. The multi-camera setup introduces substantial redundancy and irrelevant information, which increases…

机器人学 · 计算机科学 2025-12-19 Yixiang Chen , Yan Huang , Keji He , Peiyan Li , Liang Wang

For 3D object manipulation, methods that build an explicit 3D representation perform better than those relying only on camera images. But using explicit 3D representations like voxels comes at large computing cost, adversely affecting…

机器人学 · 计算机科学 2023-06-27 Ankit Goyal , Jie Xu , Yijie Guo , Valts Blukis , Yu-Wei Chao , Dieter Fox

To fill the lack of research efforts in virtual assembly of modules and training, this paper presents a virtual manipulation of building objects in an Immersive Virtual Environment (IVE). A worker wearing a Virtual Reality (VR) head-mounted…

计算机与社会 · 计算机科学 2019-02-15 Mojtaba Noghabaei , Khashayar Asadi , Kevin Han

Recent vision-language-action (VLA) models for multi-task robot manipulation often rely on fixed camera setups and shared visual encoders, which limit their performance under occlusions and during cross-task transfer. To address these…

Hand-eye calibration plays a fundamental role in robotics by directly influencing the efficiency of critical operations such as manipulation and grasping. In this work, we present a novel framework, EasyHeC++, designed for fully automatic…

机器人学 · 计算机科学 2024-10-15 Zhengdong Hong , Kangfu Zheng , Linghao Chen

Mesh deformation is a fundamental tool in 3D content manipulation. Despite extensive prior research, existing approaches often suffer from low output quality, require significant manual tuning, or depend on data-intensive training. To…

图形学 · 计算机科学 2025-08-22 Xingpeng Sun , Shiyang Jia , Zherong Pan , Kui Wu , Aniket Bera

We present Vision in Action (ViA), an active perception system for bimanual robot manipulation. ViA learns task-relevant active perceptual strategies (e.g., searching, tracking, and focusing) directly from human demonstrations. On the…

机器人学 · 计算机科学 2025-06-19 Haoyu Xiong , Xiaomeng Xu , Jimmy Wu , Yifan Hou , Jeannette Bohg , Shuran Song

Recent works have shown that visual pretraining on egocentric datasets using masked autoencoders (MAE) can improve generalization for downstream robotics tasks. However, these approaches pretrain only on 2D images, while many robotics…

机器人学 · 计算机科学 2025-03-25 Shengyi Qian , Kaichun Mo , Valts Blukis , David F. Fouhey , Dieter Fox , Ankit Goyal

Accurately estimating 3D hand pose is crucial for understanding how humans interact with the world. Despite remarkable progress, existing methods often struggle to generate plausible hand poses when the hand is heavily occluded or blurred.…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Qichen Fu , Xingyu Liu , Ran Xu , Juan Carlos Niebles , Kris M. Kitani

3D hand pose estimation from single depth is a fundamental problem in computer vision, and has wide applications.However, the existing methods still can not achieve satisfactory hand pose estimation results due to view variation and…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Jian Cheng , Yanguang Wan , Dexin Zuo , Cuixia Ma , Jian Gu , Ping Tan , Hongan Wang , Xiaoming Deng , Yinda Zhang

Robotic eye-in-hand calibration is the task of determining the rigid 6-DoF pose of the camera with respect to the robot end-effector frame. In this paper, we formulate this task as a non-linear optimization problem and introduce an active…

机器人学 · 计算机科学 2023-03-14 Jun Yang , Jason Rebello , Steven L. Waslander

Learning to solve precision-based manipulation tasks from visual feedback using Reinforcement Learning (RL) could drastically reduce the engineering efforts required by traditional robot systems. However, performing fine-grained motor…

机器人学 · 计算机科学 2022-01-21 Rishabh Jangir , Nicklas Hansen , Sambaran Ghosal , Mohit Jain , Xiaolong Wang

Hand pose estimation (HPE) can be used for a variety of human-computer interaction applications such as gesture-based control for physical or virtual/augmented reality devices. Recent works have shown that videos or multi-view images carry…

计算机视觉与模式识别 · 计算机科学 2021-09-27 Leyla Khaleghi , Alireza Sepas Moghaddam , Joshua Marshall , Ali Etemad

The effectiveness of scaling up training data in robotic manipulation is still limited. A primary challenge in manipulation is the tasks are diverse, and the trained policy would be confused if the task targets are not specified clearly.…

机器人学 · 计算机科学 2025-02-12 Zhuoling Li , Liangliang Ren , Jinrong Yang , Yong Zhao , Xiaoyang Wu , Zhenhua Xu , Xiang Bai , Hengshuang Zhao

Visual servoing is a well-known task in robotics. However, there are still challenges when multiple visual sources are combined to accurately guide the robot or occlusions appear. In this paper we present a novel visual servoing approach…

计算机视觉与模式识别 · 计算机科学 2018-08-03 Hanz Cuevas-Velasquez , Nanbo Li , Radim Tylecek , Marcelo Saval-Calvo , Robert B. Fisher

Hand-eye calibration is a critical task in robotics, as it directly affects the efficacy of critical operations such as manipulation and grasping. Traditional methods for achieving this objective necessitate the careful design of joint…

机器人学 · 计算机科学 2023-11-08 Linghao Chen , Yuzhe Qin , Xiaowei Zhou , Hao Su

Object manipulation is a critical skill required for Embodied AI agents interacting with the world around them. Training agents to manipulate objects, poses many challenges. These include occlusion of the target object by the agent's arm,…

计算机视觉与模式识别 · 计算机科学 2022-03-16 Kiana Ehsani , Ali Farhadi , Aniruddha Kembhavi , Roozbeh Mottaghi
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