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Planning contact interactions is one of the core challenges of many robotic tasks. Optimizing contact locations while taking dynamics into account is computationally costly and, in environments that are only partially observable, executing…

机器人学 · 计算机科学 2020-04-20 Alina Kloss , Maria Bauza , Jiajun Wu , Joshua B. Tenenbaum , Alberto Rodriguez , Jeannette Bohg

Digital human generation has been studied for decades and supports a wide range of real-world applications. However, most existing systems are passively animated, relying on privileged state or scripted control, which limits scalability to…

计算机视觉与模式识别 · 计算机科学 2026-04-10 Hang Ye , Xiaoxuan Ma , Fan Lu , Wayne Wu , Kwan-Yee Lin , Yizhou Wang

This work focuses on object goal visual navigation, aiming at finding the location of an object from a given class, where in each step the agent is provided with an egocentric RGB image of the scene. We propose to learn the agent's policy…

计算机视觉与模式识别 · 计算机科学 2021-04-21 Bar Mayo , Tamir Hazan , Ayellet Tal

Humanoid robotics has strong potential to transform daily service and caregiving applications. Although recent advances in general motion tracking within physics engines (GMT) have enabled virtual characters and humanoid robots to reproduce…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Yuto Shibata , Kashu Yamazaki , Lalit Jayanti , Yoshimitsu Aoki , Mariko Isogawa , Katerina Fragkiadaki

Persistent monitoring of dynamic targets is essential in real-world applications such as disaster response, environmental sensing, and wildlife conservation, where mobile agents must continuously gather information under uncertainty. We…

多智能体系统 · 计算机科学 2025-10-21 Xingjian Zhang , Yizhuo Wang , Guillaume Sartoretti

In this paper, we present the texture reformer, a fast and universal neural-based framework for interactive texture transfer with user-specified guidance. The challenges lie in three aspects: 1) the diversity of tasks, 2) the simplicity of…

计算机视觉与模式识别 · 计算机科学 2021-12-07 Zhizhong Wang , Lei Zhao , Haibo Chen , Ailin Li , Zhiwen Zuo , Wei Xing , Dongming Lu

Visual navigation requires a whole range of capabilities. A crucial one of these is the ability of an agent to determine its own location and heading in an environment. Prior works commonly assume this information as given, or use methods…

机器学习 · 计算机科学 2024-02-20 Moritz Lange , Raphael C. Engelhardt , Wolfgang Konen , Laurenz Wiskott

Deploying autonomous agents in real world environments is challenging, particularly for navigation, where systems must adapt to situations they have not encountered before. Traditional learning approaches require substantial amounts of…

机器人学 · 计算机科学 2026-03-10 Quang-Anh N. D. , Duc Pham , Minh-Anh Nguyen , Tung Doan , Tuan Dang

Human action recognition (HAR) in videos is a fundamental research topic in computer vision. It consists mainly in understanding actions performed by humans based on a sequence of visual observations. In recent years, HAR have witnessed…

计算机视觉与模式识别 · 计算机科学 2020-10-30 Soufiane Lamghari , Guillaume-Alexandre Bilodeau , Nicolas Saunier

Humans naturally integrate vision and haptics for robust object perception during manipulation. The loss of either modality significantly degrades performance. Inspired by this multisensory integration, prior object pose estimation research…

机器人学 · 计算机科学 2025-09-12 Hongyu Li , Mingxi Jia , Tuluhan Akbulut , Yu Xiang , George Konidaris , Srinath Sridhar

A key challenge in artificial intelligence and neuroscience is understanding how neural systems learn representations that capture the underlying dynamics of the world. Most world models represent the transition function with unstructured…

机器学习 · 计算机科学 2026-02-26 William Youngwoo Chung , Calvin Yeung , Hansen Jin Lillemark , Zhuowen Zou , Xiangjian Liu , Mohsen Imani

Accurately predicting the possible behaviors of traffic participants is an essential capability for autonomous vehicles. Since autonomous vehicles need to navigate in dynamically changing environments, they are expected to make accurate…

机器人学 · 计算机科学 2022-11-15 Yeping Hu , Wei Zhan , Masayoshi Tomizuka

An important aspect of intelligence is the ability to adapt to a novel task without any direct experience (zero-shot), based on its relationship to previous tasks. Humans can exhibit this cognitive flexibility. By contrast, models that…

机器学习 · 计算机科学 2021-03-17 Andrew K. Lampinen , James L. McClelland

Recent attempts mainly focus on learning deep representations for each video individually under the episodic meta-learning regime and then performing temporal alignment to match query and support videos. However, they still suffer from two…

计算机视觉与模式识别 · 计算机科学 2023-01-10 Xiang Wang , Shiwei Zhang , Zhiwu Qing , Zhengrong Zuo , Changxin Gao , Rong Jin , Nong Sang

Reconstructing 3D humans from images captured at multiple perspectives typically requires pre-calibration, like using checkerboards or MVS algorithms, which limits scalability and applicability in diverse real-world scenarios. In this work,…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Xiaozhen Qiao , Wenjia Wang , Zhiyuan Zhao , Jiacheng Sun , Ping Luo , Hongyuan Zhang , Xuelong Li

Deep neural networks based purely on attention have been successful across several domains, relying on minimal architectural priors from the designer. In Human Action Recognition (HAR), attention mechanisms have been primarily adopted on…

计算机视觉与模式识别 · 计算机科学 2022-01-11 Vittorio Mazzia , Simone Angarano , Francesco Salvetti , Federico Angelini , Marcello Chiaberge

This paper presents GenH2R, a framework for learning generalizable vision-based human-to-robot (H2R) handover skills. The goal is to equip robots with the ability to reliably receive objects with unseen geometry handed over by humans in…

机器人学 · 计算机科学 2024-06-17 Zifan Wang , Junyu Chen , Ziqing Chen , Pengwei Xie , Rui Chen , Li Yi

Methods for navigation based on large-scale learning typically treat each episode as a new problem, where the agent is spawned with a clean memory in an unknown environment. While these generalization capabilities to an unknown environment…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Gianluca Monaci , Rafael S. Rezende , Romain Deffayet , Gabriela Csurka , Guillaume Bono , Hervé Déjean , Stéphane Clinchant , Christian Wolf

We present a temporally extended variation of the successor representation, which we term t-SR. t-SR captures the expected state transition dynamics of temporally extended actions by constructing successor representations over primitive…

机器学习 · 计算机科学 2022-09-27 Matthew J. Sargent , Peter J. Bentley , Caswell Barry , William de Cothi

Assistive teleoperation enhances efficiency via shared control, yet inter-operator variability, stemming from diverse habits and expertise, induces highly heterogeneous trajectory distributions that undermine intent recognition stability.…

机器人学 · 计算机科学 2026-04-13 Yu Liu , Yihang Yin , Tianlv Huang , Fei Yan , Yuan Xu , Weinan Hong , Wei Han , Yue Cao , Xiangyu Chen , Zipei Fan , Xuan Song
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