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Embodiment is an important characteristic for all intelligent agents (creatures and robots), while existing scene description tasks mainly focus on analyzing images passively and the semantic understanding of the scenario is separated from…

Robotics · Computer Science 2020-05-08 Sinan Tan , Huaping Liu , Di Guo , Xinyu Zhang , Fuchun Sun

Physical interactive robotics, ranging from wearable devices to collaborative humanoid robots, require close coordination between mechanical design and control. However, evaluating interactive dynamics is challenging due to complex human…

Robotics · Computer Science 2026-03-11 Chenhui Zuo , Jinhao Xu , Michael Qian Vergnolle , Yanan Sui

Embodied AI systems, including AI-powered robots that autonomously interact with the physical world, stand to be significantly advanced by Large Language Models (LLMs), which enable robots to better understand complex language commands and…

Robotics · Computer Science 2024-09-04 Wenxiao Zhang , Xiangrui Kong , Thomas Braunl , Jin B. Hong

Embodied agents operating in the physical world must make decisions that are not only effective but also safe, spatially coherent, and grounded in context. While recent advances in large multimodal models (LMMs) have shown promising…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Dinura Dissanayake , Ahmed Heakl , Omkar Thawakar , Noor Ahsan , Ritesh Thawkar , Ketan More , Jean Lahoud , Rao Anwer , Hisham Cholakkal , Ivan Laptev , Fahad Shahbaz Khan , Salman Khan

We open-source MiMo-Embodied, the first cross-embodied foundation model to successfully integrate and achieve state-of-the-art performance in both Autonomous Driving and Embodied AI. MiMo-Embodied sets new records across 17 embodied AI…

Embodied AI research is increasingly moving beyond single-task, single-environment policy learning toward multi-task, multi-scene, and multi-model settings. This shift substantially increases the engineering overhead and development time…

Robotics · Computer Science 2026-04-16 Xueyang Zhou , Yihan Sun , Xijie Gong , Guiyao Tie , Pan Zhou , Lichao Sun , Yongchao Chen

With the surge in the development of large language models, embodied intelligence has attracted increasing attention. Nevertheless, prior works on embodied intelligence typically encode scene or historical memory in an unimodal manner,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-30 Yang Liu , Xinshuai Song , Kaixuan Jiang , Weixing Chen , Jingzhou Luo , Guanbin Li , Liang Lin

Embodied Artificial Intelligence (AI) is an intelligent system paradigm for achieving Artificial General Intelligence (AGI), serving as the cornerstone for various applications and driving the evolution from cyberspace to physical systems.…

Artificial Intelligence · Computer Science 2025-09-25 Tongtong Feng , Xin Wang , Yu-Gang Jiang , Wenwu Zhu

We introduce Constrained Human-AI Cooperation (CHAIC), an inclusive embodied social intelligence challenge designed to test social perception and cooperation in embodied agents. In CHAIC, the goal is for an embodied agent equipped with…

Artificial Intelligence · Computer Science 2025-06-13 Weihua Du , Qiushi Lyu , Jiaming Shan , Zhenting Qi , Hongxin Zhang , Sunli Chen , Andi Peng , Tianmin Shu , Kwonjoon Lee , Behzad Dariush , Chuang Gan

Recent advances in generative modeling have spurred a resurgence in the field of Embodied Artificial Intelligence (EAI). EAI systems typically deploy large language models to physical systems capable of interacting with their environment.…

Robotics · Computer Science 2023-04-27 Selma Wanna , Fabian Parra , Robert Valner , Karl Kruusamäe , Mitch Pryor

Humanoid robots are envisioned as embodied intelligent agents capable of performing a wide range of human-level loco-manipulation tasks, particularly in scenarios requiring strenuous and repetitive labor. However, learning these skills is…

Robotics · Computer Science 2024-12-20 Junjia Liu , Zhuo Li , Minghao Yu , Zhipeng Dong , Sylvain Calinon , Darwin Caldwell , Fei Chen

We present BEHAVIOR-1K, a comprehensive simulation benchmark for human-centered robotics. BEHAVIOR-1K includes two components, guided and motivated by the results of an extensive survey on "what do you want robots to do for you?". The first…

Embodied computer vision considers perception for robots in novel, unstructured environments. Of particular importance is the embodied visual exploration problem: how might a robot equipped with a camera scope out a new environment? Despite…

Computer Vision and Pattern Recognition · Computer Science 2020-08-24 Santhosh K. Ramakrishnan , Dinesh Jayaraman , Kristen Grauman

Embodied intelligence is advancing rapidly, driving the need for efficient evaluation. Current benchmarks typically rely on interactive simulated environments or real-world setups, which are costly, fragmented, and hard to scale. To address…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Jiahao Xiao , Jianbo Zhang , BoWen Yan , Shengyu Guo , Tongrui Ye , Kaiwei Zhang , Zicheng Zhang , Xiaohong Liu , Zhengxue Cheng , Lei Fan , Chuyi Li , Guangtao Zhai

Building robots that can perceive, reason, and act in dynamic, unstructured environments remains a core challenge. Recent embodied systems often adopt a dual-system paradigm, where System 2 handles high-level reasoning while System 1…

The development of embodied agents that can communicate with humans in natural language has gained increasing interest over the last years, as it facilitates the diffusion of robotic platforms in human-populated environments. As a step…

Robotics · Computer Science 2024-04-16 Roberto Bigazzi , Marcella Cornia , Silvia Cascianelli , Lorenzo Baraldi , Rita Cucchiara

The combination of embodied intelligence and robots has great prospects and is becoming increasingly common. In order to work more efficiently, accurately, reliably, and safely in industrial scenarios, robots should have at least general…

Robotics · Computer Science 2026-03-03 Chaoran Zhang , Chenhao Zhang , Zhaobo Xu , Qinghongbing Xie , Jinliang Hou , Pingfa Feng , Long Zeng

This study focuses on Embodied Complex-Question Answering task, which means the embodied robot need to understand human questions with intricate structures and abstract semantics. The core of this task lies in making appropriate plans based…

Robotics · Computer Science 2025-04-02 Ning Lan , Baoshan Ou , Xuemei Xie , Guangming Shi

Humans and animals excel in combining information from multiple sensory modalities, controlling their complex bodies, adapting to growth, failures, or using tools. These capabilities are also highly desirable in robots. They are displayed…

Robotics · Computer Science 2022-11-08 Matej Hoffmann

Embodied robotic agents often perceive movies through an egocentric screen-view interface rather than native cinematic footage, introducing domain shifts such as viewpoint distortion, scale variation, illumination changes, and environmental…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Ze Dong , Hao Shi , Zejia Gao , Zhonghua Yi , Kaiwei Wang , Lin Wang