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Legged robots possess inherent advantages in traversing complex 3D terrains. However, previous work on low-cost quadruped robots with egocentric vision systems has been limited by a narrow front-facing view and exteroceptive noise,…

机器人学 · 计算机科学 2024-12-05 Songbo Li , Shixin Luo , Jun Wu , Qiuguo Zhu

As embodied agents operate in increasingly complex environments, the ability to perceive, track, and reason about individual object instances over time becomes essential, especially in tasks requiring sequenced interactions with visually…

Humanoid robots with behavioral autonomy have consistently been regarded as ideal collaborators in our daily lives and promising representations of embodied intelligence. Compared to fixed-based robotic arms, humanoid robots offer a larger…

机器人学 · 计算机科学 2024-09-04 Jin Wang , Nikos Tsagarakis

We present GEM, a Generalizable Ego-vision Multimodal world model that predicts future frames using a reference frame, sparse features, human poses, and ego-trajectories. Hence, our model has precise control over object dynamics, ego-agent…

World models that support controllable and editable spatiotemporal environments are valuable for robotics, enabling scalable training data, repro ducible evaluation, and flexible task design. While recent text-to-video models generate…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Xuehai He , Shijie Zhou , Thivyanth Venkateswaran , Kaizhi Zheng , Ziyu Wan , Achuta Kadambi , Xin Eric Wang

Humanoid robots that can autonomously operate in diverse environments have the potential to help address labour shortages in factories, assist elderly at homes, and colonize new planets. While classical controllers for humanoid robots have…

机器人学 · 计算机科学 2023-12-15 Ilija Radosavovic , Tete Xiao , Bike Zhang , Trevor Darrell , Jitendra Malik , Koushil Sreenath

One essential ingredient in many machine learning (ML) based methods for atomistic modeling of materials and molecules is the use of locality. While allowing better system-size scaling, this systematically neglects long-range (LR) effects,…

化学物理 · 物理学 2023-10-05 Kevin K. Huguenin-Dumittan , Philip Loche , Ni Haoran , Michele Ceriotti

In this paper, we present foundations of the Socio-physical Model of Activities (SOMA). SOMA represents both the physical as well as the social context of everyday activities. Such tasks seem to be trivial for humans, however, they pose…

This paper presents a novel approach to enhance autonomous robotic manipulation using the Large Language Model (LLM) for logical inference, converting high-level language commands into sequences of executable motion functions. The proposed…

机器人学 · 计算机科学 2023-08-30 Haokun Liu , Yaonan Zhu , Kenji Kato , Izumi Kondo , Tadayoshi Aoyama , Yasuhisa Hasegawa

To address key limitations in human-object interaction (HOI) video generation -- specifically the reliance on curated motion data, limited generalization to novel objects/scenarios, and restricted accessibility -- we introduce…

计算机视觉与模式识别 · 计算机科学 2025-06-11 Ziyao Huang , Zixiang Zhou , Juan Cao , Yifeng Ma , Yi Chen , Zejing Rao , Zhiyong Xu , Hongmei Wang , Qin Lin , Yuan Zhou , Qinglin Lu , Fan Tang

Human image animation aims to generate human videos of given characters and backgrounds that adhere to the desired pose sequence. However, existing methods focus more on human actions while neglecting the generation of background, which…

计算机视觉与模式识别 · 计算机科学 2025-08-26 Xiaoyu Liu , Mingshuai Yao , Yabo Zhang , Xianhui Lin , Peiran Ren , Xiaoming Li , Ming Liu , Wangmeng Zuo

Wearable cameras allow to collect images and videos of humans interacting with the world. While human-object interactions have been thoroughly investigated in third person vision, the problem has been understudied in egocentric settings and…

计算机视觉与模式识别 · 计算机科学 2020-10-13 Francesco Ragusa , Antonino Furnari , Salvatore Livatino , Giovanni Maria Farinella

Bootstrapping from pre-trained language models has been proven to be an efficient approach for building vision-language models (VLM) for tasks such as image captioning or visual question answering. However, outputs of these models rarely…

机器学习 · 计算机科学 2023-06-01 Manuel Brack , Patrick Schramowski , Björn Deiseroth , Kristian Kersting

Visual loco-manipulation of arbitrary objects in the wild with humanoid robots requires accurate end-effector (EE) control and a generalizable understanding of the scene via visual inputs (e.g., RGB-D images). Existing approaches are based…

机器人学 · 计算机科学 2026-02-25 Runpei Dong , Ziyan Li , Xialin He , Saurabh Gupta

Accurate prediction of human behavior is crucial for AI systems to effectively support real-world applications, such as autonomous robots anticipating and assisting with human tasks. Real-world scenarios frequently present challenges such…

人机交互 · 计算机科学 2025-07-21 Kojiro Takeyama , Yimeng Liu , Misha Sra

Digital human motion synthesis is a vibrant research field with applications in movies, AR/VR, and video games. Whereas methods were proposed to generate natural and realistic human motions, most only focus on modeling humans and largely…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Quanzhou Li , Jingbo Wang , Chen Change Loy , Bo Dai

This paper introduces a framework, called EMOTION, for generating expressive motion sequences in humanoid robots, enhancing their ability to engage in humanlike non-verbal communication. Non-verbal cues such as facial expressions, gestures,…

机器人学 · 计算机科学 2024-10-31 Peide Huang , Yuhan Hu , Nataliya Nechyporenko , Daehwa Kim , Walter Talbott , Jian Zhang

Observing a human demonstrator manipulate objects provides a rich, scalable and inexpensive source of data for learning robotic policies. However, transferring skills from human videos to a robotic manipulator poses several challenges, not…

机器人学 · 计算机科学 2023-03-08 Minttu Alakuijala , Gabriel Dulac-Arnold , Julien Mairal , Jean Ponce , Cordelia Schmid

Modeling dexterous hand-object interactions is challenging as it requires understanding how subtle finger motions influence the environment through contact with objects. While recent world models address interaction modeling, they typically…

Humanoid robots, with their human-like form, are uniquely suited for interacting in environments built for people. However, enabling humanoids to reason, plan, and act in complex open-world settings remains a challenge. World models, models…

机器人学 · 计算机科学 2025-07-10 Muhammad Qasim Ali , Aditya Sridhar , Shahbuland Matiana , Alex Wong , Mohammad Al-Sharman