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One promising use case of AI assistants is to help with complex procedures like cooking, home repair, and assembly tasks. Can we teach the assistant to interject after the user makes a mistake? This paper targets the problem of identifying…

Artificial Intelligence · Computer Science 2023-08-01 Guodong Ding , Fadime Sener , Shugao Ma , Angela Yao

Large language models (LLMs) have enabled the automatic generation of step-by-step augmented reality (AR) instructions for a wide range of physical tasks. However, existing LLM-based AR guidance often lacks rich visual augmentations to…

Human-Computer Interaction · Computer Science 2025-09-25 Ada Yi Zhao , Aditya Gunturu , Ellen Yi-Luen Do , Ryo Suzuki

Manual assembly workers face increasing complexity in their work. Human-centered assistance systems could help, but object recognition as an enabling technology hinders sophisticated human-centered design of these systems. At the same time,…

Computer Vision and Pattern Recognition · Computer Science 2024-02-15 Christian Jauch , Timo Leitritz , Marco F. Huber

We introduce an approach to building a custom model from ready-made self-supervised models via their associating instead of training and fine-tuning. We demonstrate it with an example of a humanoid robot looking at the mirror and learning…

Robotics · Computer Science 2024-02-27 Andrej Lucny , Kristina Malinovska , Igor Farkas

The current spread of social and assistive robotics applications is increasingly highlighting the need for robots that can be easily taught and interacted with, even by users with no technical background. Still, it is often difficult to…

Human-Computer Interaction · Computer Science 2023-05-01 Chao Wang , Anna Belardinelli , Stephan Hasler , Theodoros Stouraitis , Daniel Tanneberg , Michael Gienger

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,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-14 Danrui Li , Jiahao Zhang , Bernhard Egger , Moitreya Chatterjee , Suhas Lohit , Tim K. Marks , Anoop Cherian

Compared to current AI or robotic systems, humans navigate their environment with ease, making tasks such as data collection trivial. However, humans find it harder to model complex relationships hidden in the data. AI systems, especially…

Artificial Intelligence · Computer Science 2022-06-17 Ryan Nguyen , Rahul Rai

Object handover is a common form of interaction that is widely present in collaborative tasks. However, achieving it efficiently remains a challenge. We address the problem of ensuring resilient robotic actions that can adapt to complex…

Robotics · Computer Science 2026-04-30 Omar Faris , Sławomir Tadeja , Fulvio Forni

Many high precision (dis)assembly tasks are still being performed by humans, whereas this is an ideal opportunity for automation. This paper provides a framework which enables a non-expert human operator to teach a robotic arm to do complex…

Robotics · Computer Science 2022-09-26 Mariano Ramirez Montero , Giovanni Franzese , Jeroen Zwanepol , Jens Kober

This paper presents a novel framework enabling end-users to perform the management of complex robotic workplaces using a tablet and augmented reality. The framework allows users to commission the workplace comprising different types of…

Robotics · Computer Science 2023-06-16 Michal Kapinus , Zdeněk Materna , Daniel Bambušek , Vítězslav Beran , Pavel Smrž

In robotic surgery, tool tracking is important for providing safe tool-tissue interaction and facilitating surgical skills assessment. Despite recent advances in tool tracking, existing approaches are faced with major difficulties in…

Computer Vision and Pattern Recognition · Computer Science 2016-11-01 Menglong Ye , Lin Zhang , Stamatia Giannarou , Guang-Zhong Yang

Traditional industrial robot programming is often complex and time-consuming, typically requiring weeks or even months of effort from expert programmers. Although Programming by Demonstration (PbD) offers a more accessible alternative,…

Robotics · Computer Science 2025-09-16 Shiqi Gong , Sebastian Zudaire , Chi Zhang , Zhen Li

Estimating the pose and shape of hands and objects under interaction finds numerous applications including augmented and virtual reality. Existing approaches for hand and object reconstruction require explicitly defined physical constraints…

Computer Vision and Pattern Recognition · Computer Science 2022-04-28 Tze Ho Elden Tse , Kwang In Kim , Ales Leonardis , Hyung Jin Chang

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…

Computer Vision and Pattern Recognition · Computer Science 2022-07-27 Ruocheng Wang , Yunzhi Zhang , Jiayuan Mao , Chin-Yi Cheng , Jiajun Wu

When arranging objects with robotic arms, the quality of the end result strongly depends on the achievable placement accuracy. However, even the most advanced robotic systems are prone to positioning errors that can occur at different steps…

Robotics · Computer Science 2023-05-15 Benedikt Kreis , Rohit Menon , Bharath Kumar Adinarayan , Jorge de Heuvel , Maren Bennewitz

Rebar inspection in reinforced concrete construction requires sustained awkward postures and complex mental mapping of two-dimensional drawings onto three-dimensional assemblies. This study evaluated an Augmented Reality (AR)-assisted rebar…

Human-Computer Interaction · Computer Science 2026-04-30 Mahsa Sanei , Fernando Moreu

Visual localization and mapping is a crucial capability to address many challenges in mobile robotics. It constitutes a robust, accurate and cost-effective approach for local and global pose estimation within prior maps. Yet, in highly…

Computer Vision and Pattern Recognition · Computer Science 2018-07-11 Guoxiang Zhou , Berta Bescos , Marcin Dymczyk , Mark Pfeiffer , José Neira , Roland Siegwart

Recent progress in robot autonomy and safety has significantly improved human-robot interactions, enabling robots to work alongside humans on various tasks. However, complex assembly tasks still present significant challenges due to…

Robotics · Computer Science 2025-07-28 Asad Ali Shahid , Angelo Moroncelli , Drazen Brscic , Takayuki Kanda , Loris Roveda

Shared control improves Human-Robot Interaction by reducing the user's workload and increasing the robot's autonomy. It allows robots to perform tasks under the user's supervision. Current eye-tracking-driven approaches face several…

Robotics · Computer Science 2026-01-27 Anke Fischer-Janzen , Thomas M. Wendt , Kristof Van Laerhoven

Real-time simultaneous tracking of hands manipulating and interacting with external objects has many potential applications in augmented reality, tangible computing, and wearable computing. However, due to difficult occlusions, fast…

Computer Vision and Pattern Recognition · Computer Science 2016-10-18 Srinath Sridhar , Franziska Mueller , Michael Zollhöfer , Dan Casas , Antti Oulasvirta , Christian Theobalt