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In ground-view object change detection, the recently emerging mapless navigation has great potential to navigate a robot to objects distantly detected (e.g., books, cups, clothes) and acquire high-resolution object images, to identify their…

机器人学 · 计算机科学 2023-10-25 Kouki Terashima , Kanji Tanaka , Ryogo Yamamoto , Jonathan Tay Yu Liang

This paper presents a deep Inverse Reinforcement Learning (IRL) framework that can learn an a priori unknown number of nonlinear reward functions from unlabeled experts' demonstrations. For this purpose, we employ the tools from Dirichlet…

机器学习 · 计算机科学 2021-07-15 Ariyan Bighashdel , Panagiotis Meletis , Pavol Jancura , Gijs Dubbelman

Hand-object interaction detection remains an open challenge in real-time applications, where intuitive user experiences depend on fast and accurate detection of interactions with surrounding objects. We propose an efficient approach for…

Integrating and processing information from various sources or modalities are critical for obtaining a comprehensive and accurate perception of the real world in autonomous systems and cyber-physical systems. Drawing inspiration from…

机器学习 · 计算机科学 2024-04-24 Xiongye Xiao , Gengshuo Liu , Gaurav Gupta , Defu Cao , Shixuan Li , Yaxing Li , Tianqing Fang , Mingxi Cheng , Paul Bogdan

Robust 3D object detection is a core challenge for autonomous mobile systems in field robotics. To tackle this issue, many researchers have demonstrated improvements in 3D object detection performance in datasets. However, real-world urban…

机器人学 · 计算机科学 2024-04-23 Eunho Lee , Minwoo Jung , Ayoung Kim

Mobile Manipulation (MoMa) systems incorporate the benefits of mobility and dexterity, due to the enlarged space in which they can move and interact with their environment. However, even when equipped with onboard sensors, e.g., an embodied…

机器人学 · 计算机科学 2024-03-05 Snehal Jauhri , Sophie Lueth , Georgia Chalvatzaki

The vast majority of visual animals actively control their eyes, heads, and/or bodies to direct their gaze toward different parts of their environment. In contrast, recent applications of reinforcement learning in robotic manipulation…

计算机视觉与模式识别 · 计算机科学 2020-03-17 Youssef Zaky , Gaurav Paruthi , Bryan Tripp , James Bergstra

Modeling interaction dynamics to generate robot trajectories that enable a robot to adapt and react to a human's actions and intentions is critical for efficient and effective collaborative Human-Robot Interactions (HRI). Learning from…

机器人学 · 计算机科学 2023-01-24 Vignesh Prasad , Dorothea Koert , Ruth Stock-Homburg , Jan Peters , Georgia Chalvatzaki

Inferential decision-making algorithms typically assume that an underlying probabilistic model of decision alternatives and outcomes may be learned a priori or online. Furthermore, when applied to robots in real-world settings they often…

机器人学 · 计算机科学 2023-09-15 Yucheng Chen , Pingping Zhu , Anthony Alers , Tobias Egner , Marc A. Sommer , Silvia Ferrari

During collaborative tasks, human behavior is guided by multiple levels of intentions that evolve over time, such as task sequence preferences and interaction strategies. To adapt to these changing preferences and promptly correct any…

机器人学 · 计算机科学 2025-06-18 Zhe Huang , Ye-Ji Mun , Fatemeh Cheraghi Pouria , Katherine Driggs-Campbell

This paper proposes an Intrusion Detection System (IDS) employing the Harris Hawks Optimization algorithm (HHO) to optimize Multilayer Perceptron learning by optimizing bias and weight parameters. HHO-MLP aims to select optimal parameters…

神经与进化计算 · 计算机科学 2024-02-23 Moutaz Alazab , Ruba Abu Khurma , Pedro A. Castillo , Bilal Abu-Salih , Alejandro Martin , David Camacho

Visuomotor policy learning has witnessed substantial progress in robotic manipulation, with recent approaches predominantly relying on generative models to model the action distribution. However, these methods often overlook the critical…

机器人学 · 计算机科学 2025-06-18 Yiyang Lu , Yufeng Tian , Zhecheng Yuan , Xianbang Wang , Pu Hua , Zhengrong Xue , Huazhe Xu

Human activity recognition (HAR) is essential for effective Human-Robot Collaboration (HRC), enabling robots to interpret and respond to human actions. This study evaluates the ability of a vision-based tactile sensor to classify 15…

For many applications, robots will need to be incrementally trained to recognize the specific objects needed for an application. This paper presents a practical system for incrementally training a robot to recognize different object…

计算机视觉与模式识别 · 计算机科学 2021-04-27 Ali Ayub , Alan R. Wagner

We present an approach for building an active agent that learns to segment its visual observations into individual objects by interacting with its environment in a completely self-supervised manner. The agent uses its current segmentation…

计算机视觉与模式识别 · 计算机科学 2018-06-22 Deepak Pathak , Yide Shentu , Dian Chen , Pulkit Agrawal , Trevor Darrell , Sergey Levine , Jitendra Malik

The integration of collaborative robots into industrial environments has improved productivity, but has also highlighted significant challenges related to operator safety and ergonomics. This paper proposes an innovative framework that…

机器人学 · 计算机科学 2025-04-15 Francesco Iodice , Elena De Momi , Arash Ajoudani

This paper considers an optimal task allocation problem for human robot collaboration in human robot systems with persistent tasks. Such human robot systems consist of human operators and intelligent robots collaborating with each other to…

机器人学 · 计算机科学 2017-06-02 Bo Wu , Bin Hu , Hai Lin

The quality of life of many people could be improved by autonomous humanoid robots in the home. To function in the human world, a humanoid household robot must be able to locate itself and perceive the environment like a human; scene…

计算机视觉与模式识别 · 计算机科学 2013-01-24 Cheng Zhang , Hedvig Kjellstrom

Interactive graph search (IGS) uses human intelligence to locate the target node in hierarchy, which can be applied for image classification, product categorization and searching a database. Specifically, IGS aims to categorize an object…

数据库 · 计算机科学 2022-01-21 Qianhao Cong , Jing Tang , Yuming Huang , Lei Chen , Yeow Meng Chee

Comprehensive perception of human beings is the prerequisite to ensure the safety of human-robot interaction. Currently, prevailing visual sensing approach typically involves a single static camera, resulting in a restricted and occluded…

机器人学 · 计算机科学 2024-03-20 Yuanjiong Ying , Xian Huang , Wei Dong