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Human vision is a highly active process driven by gaze, which directs attention to task-relevant regions through foveation, dramatically reducing visual processing. In contrast, robot learning systems typically rely on passive, uniform…

机器人学 · 计算机科学 2025-09-23 Ian Chuang , Jinyu Zou , Andrew Lee , Dechen Gao , Iman Soltani

We introduce a novel system for human-to-robot trajectory transfer that enables robots to manipulate objects by learning from human demonstration videos. The system consists of four modules. The first module is a data collection module that…

机器人学 · 计算机科学 2025-10-27 Sai Haneesh Allu , Jishnu Jaykumar P , Ninad Khargonkar , Tyler Summers , Jian Yao , Yu Xiang

In recent years, we have seen significant steps taken in the development of self-driving cars. Multiple companies are starting to roll out impressive systems that work in a variety of settings. These systems can sometimes give the…

人工智能 · 计算机科学 2021-12-13 Dusan Grujicic , Thierry Deruyttere , Marie-Francine Moens , Matthew Blaschko

Humanoid robots rely on multi-contact planners to navigate a diverse set of environments, including those that are unstructured and highly constrained. To synthesize stable multi-contact plans within a reasonable time frame, most planners…

机器人学 · 计算机科学 2024-10-14 Carlos Gonzalez , Luis Sentis

We present a follow-up study on our unified visuomotor neural model for the robotic tasks of identifying, localizing, and grasping a target object in a scene with multiple objects. Our Retinanet-based model enables end-to-end training of…

计算机视觉与模式识别 · 计算机科学 2020-10-06 Matthias Kerzel , Fares Abawi , Manfred Eppe , Stefan Wermter

"Looking for things" is a mundane but critical task we repeatedly carry on in our daily life. We introduce a method to develop a human character capable of searching for a randomly located target object in a detailed 3D scene using its…

机器人学 · 计算机科学 2021-09-16 Maks Sorokin , Wenhao Yu , Sehoon Ha , C. Karen Liu

Locomotion is a fundamental skill for humanoid robots. However, most existing works make locomotion a single, tedious, unextendable, and unconstrained movement. This limits the kinematic capabilities of humanoid robots. In contrast, humans…

机器人学 · 计算机科学 2025-04-15 Yufei Xue , Wentao Dong , Minghuan Liu , Weinan Zhang , Jiangmiao Pang

We study how the choice of visual perspective affects learning and generalization in the context of physical manipulation from raw sensor observations. Compared with the more commonly used global third-person perspective, a hand-centric…

机器人学 · 计算机科学 2022-03-25 Kyle Hsu , Moo Jin Kim , Rafael Rafailov , Jiajun Wu , Chelsea Finn

Gaze is a crucial social cue in any interacting scenario and drives many mechanisms of social cognition (joint and shared attention, predicting human intention, coordination tasks). Gaze direction is an indication of social and emotional…

机器人学 · 计算机科学 2024-10-28 Maria Lombardi , Elisa Maiettini , Agnieszka Wykowska , Lorenzo Natale

Real-time 3D hand forecasting is a critical component for fluid human-computer interaction in applications like AR and assistive robotics. However, existing methods are ill-suited for these scenarios, as they typically require offline…

计算机视觉与模式识别 · 计算机科学 2026-05-18 Ruicong Liu , Yifei Huang , Liangyang Ouyang , Caixin Kang , Yoichi Sato

Human-centric video generation has advanced rapidly, yet existing methods struggle to produce controllable and physically consistent Human-Object Interaction (HOI) videos. Existing works rely on dense control signals, template videos, or…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Jiazhi Guan , Quanwei Yang , Luying Huang , Junhao Liang , Borong Liang , Haocheng Feng , Wei He , Kaisiyuan Wang , Hang Zhou , Jingdong Wang

This paper presents a teleoperation system that includes robot perception and intent prediction from hand gestures. The perception module identifies the objects present in the robot workspace and the intent prediction module which object…

机器人学 · 计算机科学 2021-07-06 Yoojin Oh , Marc Toussaint , Jim Mainprice

Human egocentric video captures rich manipulation demonstrations without any robot hardware, yet transferring these skills to robots remains challenging due to the embodiment gap between human and robot in both visual appearance and…

机器人学 · 计算机科学 2026-05-29 Zhi Wang , Botao He , Kelin Yu , Seungjae Lee , Ruohan Gao , Furong Huang , Yiannis Aloimonos

Recent trends in humanoid robot control have successfully employed imitation learning to enable the learned generation of smooth, human-like trajectories from human data. While these approaches make more realistic motions possible, they are…

This study investigates how adequate coordination among the different cognitive processes of a humanoid robot can be developed through end-to-end learning of direct perception of visuomotor stream. We propose a deep dynamic neural network…

人工智能 · 计算机科学 2017-06-09 Jungsik Hwang , Jun Tani

As robots increasingly enter human-centered environments, they must not only be able to navigate safely around humans, but also adhere to complex social norms. Humans often rely on non-verbal communication through gestures and facial…

We present an integrated approach to locomotion and balancing of humanoid robots based on direct centroidal control. Our method uses a five-mass description of a humanoid. It generates whole-body motions from desired foot trajectories and…

机器人学 · 计算机科学 2022-08-10 Grzegorz Ficht , Sven Behnke

Learning from demonstration for motion planning is an ongoing research topic. In this paper we present a model that is able to learn the complex mapping from raw 2D-laser range findings and a target position to the required steering…

机器人学 · 计算机科学 2018-11-07 Mark Pfeiffer , Michael Schaeuble , Juan Nieto , Roland Siegwart , Cesar Cadena

Human is able to conduct 3D recognition by a limited number of haptic contacts between the target object and his/her fingers without seeing the object. This capability is defined as `haptic glance' in cognitive neuroscience. Most of the…

人工智能 · 计算机科学 2021-02-16 Kevin Riou , Suiyi Ling , Guillaume Gallot , Patrick Le Callet

As robotic systems increasingly operate in unstructured, cluttered, and previously unseen environments, there is a growing need for manipulators that combine compliance, adaptability, and precise control. This work presents a real-time…

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