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相关论文: Manual-PA: Learning 3D Part Assembly from Instruct…

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Autonomous assembly is a crucial capability for robots in many applications. For this task, several problems such as obstacle avoidance, motion planning, and actuator control have been extensively studied in robotics. However, when it comes…

计算机视觉与模式识别 · 计算机科学 2020-03-25 Yichen Li , Kaichun Mo , Lin Shao , Minhyuk Sung , Leonidas Guibas

Shape assembly is a ubiquitous task in daily life, integral for constructing complex 3D structures like IKEA furniture. While significant progress has been made in developing autonomous agents for shape assembly, existing datasets have not…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Yunong Liu , Cristobal Eyzaguirre , Manling Li , Shubh Khanna , Juan Carlos Niebles , Vineeth Ravi , Saumitra Mishra , Weiyu Liu , Jiajun Wu

Humans possess an extraordinary ability to understand and execute complex manipulation tasks by interpreting abstract instruction manuals. For robots, however, this capability remains a substantial challenge, as they cannot interpret…

机器人学 · 计算机科学 2025-10-21 Chenrui Tie , Shengxiang Sun , Jinxuan Zhu , Yiwei Liu , Jingxiang Guo , Yue Hu , Haonan Chen , Junting Chen , Ruihai Wu , Lin Shao

Autonomous part assembly is a challenging yet crucial task in 3D computer vision and robotics. Analogous to buying an IKEA furniture, given a set of 3D parts that can assemble a single shape, an intelligent agent needs to perceive the 3D…

计算机视觉与模式识别 · 计算机科学 2020-12-24 Jialei Huang , Guanqi Zhan , Qingnan Fan , Kaichun Mo , Lin Shao , Baoquan Chen , Leonidas Guibas , Hao Dong

It is desirable to enable robots capable of automatic assembly. Structural understanding of object parts plays a crucial role in this task yet remains relatively unexplored. In this paper, we focus on the setting of furniture assembly from…

机器人学 · 计算机科学 2022-07-07 Rufeng Zhang , Tao Kong , Weihao Wang , Xuan Han , Mingyu You

Image-guided object assembly represents a burgeoning research topic in computer vision. This paper introduces a novel task: translating multi-view images of a structural 3D model (for example, one constructed with building blocks drawn from…

计算机视觉与模式识别 · 计算机科学 2024-04-26 Hongyu Yan , Yadong Mu

Autonomous 3D part assembly is a challenging task in the areas of robotics and 3D computer vision. This task aims to assemble individual components into a complete shape without relying on predefined instructions. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2023-09-11 Junfeng Cheng , Mingdong Wu , Ruiyuan Zhang , Guanqi Zhan , Chao Wu , Hao Dong

Furniture assembly is a crucial yet challenging task for robots, requiring precise dual-arm coordination where one arm manipulates parts while the other provides collaborative support and stabilization. To accomplish this task more…

机器人学 · 计算机科学 2026-01-19 Jiaqi Liang , Yue Chen , Qize Yu , Yan Shen , Haipeng Zhang , Hao Dong , Ruihai Wu

Assembly hinges on reliably forming connections between parts; yet most robotic approaches plan assembly sequences and part poses while treating connectors as an afterthought. Connections represent the foundational physical constraints of…

We study the problem of translating an image-based, step-by-step assembly manual created by human designers into machine-interpretable instructions. We formulate this problem as a sequential prediction task: at each step, our model reads…

计算机视觉与模式识别 · 计算机科学 2022-07-27 Ruocheng Wang , Yunzhi Zhang , Jiayuan Mao , Chin-Yi Cheng , Jiajun Wu

The motivation of this paper is to develop a smart system using multi-modal vision for next-generation mechanical assembly. It includes two phases where in the first phase human beings teach the assembly structure to a robot and in the…

机器人学 · 计算机科学 2016-01-27 Weiwei Wan , Feng Lu , Zepei Wu , Kensuke Harada

Assembling objects from parts requires understanding multimodal instructions, linking them to 3D components, and predicting physically plausible 6-DoF motions for each assembly step. Existing datasets focus on simplified scenarios,…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Danrui Li , Jiahao Zhang , Bernhard Egger , Moitreya Chatterjee , Suhas Lohit , Tim K. Marks , Anoop Cherian

Shape assembly composes complex shapes geometries by arranging simple part geometries and has wide applications in autonomous robotic assembly and CAD modeling. Existing works focus on geometry reasoning and neglect the actual physical…

计算机视觉与模式识别 · 计算机科学 2023-03-14 Yichen Li , Kaichun Mo , Yueqi Duan , He Wang , Jiequan Zhang , Lin Shao , Wojciech Matusik , Leonidas Guibas

Individualized manufacturing is becoming an important approach as a means to fulfill increasingly diverse and specific consumer requirements and expectations. While there are various solutions to the implementation of the manufacturing…

机器人学 · 计算机科学 2020-02-20 Caterina Neef , Dario Luipers , Jan Bollenbacher , Christian Gebel , Anja Richert

Recent advances in augmented reality (AR) have enabled interactive systems that assist users in physical assembly tasks. In this paper, we present an AR-assisted assembly workflow that leverages object recognition and hand tracking to (1)…

人机交互 · 计算机科学 2026-01-21 Alexander Htet Kyaw , Haotian Ma , Sasa Zivkovic , Jenny Sabin

Multimodal alignment facilitates the retrieval of instances from one modality when queried using another. In this paper, we consider a novel setting where such an alignment is between (i) instruction steps that are depicted as assembly…

计算机视觉与模式识别 · 计算机科学 2024-12-03 Jiahao Zhang , Anoop Cherian , Yanbin Liu , Yizhak Ben-Shabat , Cristian Rodriguez , Stephen Gould

The rise of simulation environments has enabled learning-based approaches for assembly planning, which is otherwise a labor-intensive and daunting task. Assembling furniture is especially interesting since furniture are intricate and pose…

机器人学 · 计算机科学 2022-09-16 Özgür Aslan , Burak Bolat , Batuhan Bal , Tuğba Tümer , Erol Şahin , Sinan Kalkan

This paper proposes a robot assembly planning method by automatically reading the graphical instruction manuals design for humans. Essentially, the method generates an Assembly Task Sequence Graph (ATSG) by recognizing a graphical…

机器人学 · 计算机科学 2021-06-02 Issei Sera , Natsuki Yamanobe , Ixchel G. Ramirez-Alpizar , Zhenting Wang , Weiwei Wan , Kensuke Harada

Part assembly is a typical but challenging task in robotics, where robots assemble a set of individual parts into a complete shape. In this paper, we develop a robotic assembly simulation environment for furniture assembly. We formulate the…

机器人学 · 计算机科学 2021-12-21 Mingxin Yu , Lin Shao , Zhehuan Chen , Tianhao Wu , Qingnan Fan , Kaichun Mo , Hao Dong

Automating the assembly of objects from their parts is a complex problem with innumerable applications in manufacturing, maintenance, and recycling. Unlike existing research, which is limited to target segmentation, pose regression, or…

机器人学 · 计算机科学 2023-12-19 Xinghao Zhu , Devesh K. Jha , Diego Romeres , Lingfeng Sun , Masayoshi Tomizuka , Anoop Cherian
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