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Related papers: Embodied Question Answering

200 papers

Egocentric augmented reality devices such as wearable glasses passively capture visual data as a human wearer tours a home environment. We envision a scenario wherein the human communicates with an AI agent powering such a device by asking…

Computer Vision and Pattern Recognition · Computer Science 2022-05-04 Samyak Datta , Sameer Dharur , Vincent Cartillier , Ruta Desai , Mukul Khanna , Dhruv Batra , Devi Parikh

Embodied agents operating in complex and uncertain environments face considerable challenges. While some advanced agents handle complex manipulation tasks with proficiency, their success often hinges on extensive training data to develop…

Robotics · Computer Science 2024-04-19 Yichen Zhu , Zhicai Ou , Xiaofeng Mou , Jian Tang

Communication between embodied AI agents has received increasing attention in recent years. Despite its use, it is still unclear whether the learned communication is interpretable and grounded in perception. To study the grounding of…

Computer Vision and Pattern Recognition · Computer Science 2021-10-13 Shivansh Patel , Saim Wani , Unnat Jain , Alexander Schwing , Svetlana Lazebnik , Manolis Savva , Angel X. Chang

Embodied agents operating in household environments must interpret ambiguous and under-specified human instructions. A capable household robot should recognize ambiguity and ask relevant clarification questions to infer the user intent…

Artificial Intelligence · Computer Science 2025-10-06 Ram Ramrakhya , Matthew Chang , Xavier Puig , Ruta Desai , Zsolt Kira , Roozbeh Mottaghi

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

We present a self-supervised method to improve an agent's abilities in describing arbitrary objects while actively exploring a generic environment. This is a challenging problem, as current models struggle to obtain coherent image captions…

Computer Vision and Pattern Recognition · Computer Science 2025-09-18 Tommaso Galliena , Tommaso Apicella , Stefano Rosa , Pietro Morerio , Alessio Del Bue , Lorenzo Natale

The concept of an embodied intelligent agent is a key concept in modern artificial intelligence and robotics. Physically, an agent is an open system embedded in an environment that it interacts with through sensors and actuators. It…

Quantum Physics · Physics 2021-03-17 Michael. J. Kewming , Sally Shrapnel , Gerard. J. Milburn

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

Blue-collar work is often highly collaborative, embodied, and situated in shared physical environments, yet most research on collaborative AI has focused on white-collar work. This position paper explores how the embodied nature of AI…

Human-Computer Interaction · Computer Science 2026-02-13 Kaisa Vaananen , Niels van Berkel , Donald McMillan , Thomas Olsson

We describe a framework for research and evaluation in Embodied AI. Our proposal is based on a canonical task: Rearrangement. A standard task can focus the development of new techniques and serve as a source of trained models that can be…

A smart city can be seen as a framework, comprised of Information and Communication Technologies (ICT). An intelligent network of connected devices that collect data with their sensors and transmit them using cloud technologies in order to…

Artificial Intelligence · Computer Science 2021-08-24 Farzan Shenavarmasouleh , Farid Ghareh Mohammadi , M. Hadi Amini , Hamid R. Arabnia

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

This paper formulates the Embodied Questions Answering (EQsA) problem, introduces a corresponding benchmark, and proposes an agentic system to tackle the problem. Classical Embodied Question Answering (EQA) is typically formulated as…

Robotics · Computer Science 2026-03-04 Haisheng Wang , Dong Liu , Weiming Zhi

Recent advancements in Large Language Models (LLMs) have greatly enhanced natural language understanding and content generation. However, these models primarily operate in disembodied digital environments and lack interaction with the…

Systems and Control · Electrical Eng. & Systems 2025-10-21 Wenbing Tang , Meilin Zhu , Fenghua Wu , Yang Liu

The rapid advancement of Vision-Language Models (VLMs) has significantly advanced the development of Embodied Question Answering (EQA), enhancing agents' abilities in language understanding and reasoning within complex and realistic…

Computer Vision and Pattern Recognition · Computer Science 2024-12-17 Tao Wu , Chuhao Zhou , Yen Heng Wong , Lin Gu , Jianfei Yang

We introduce a visually-guided and physics-driven task-and-motion planning benchmark, which we call the ThreeDWorld Transport Challenge. In this challenge, an embodied agent equipped with two 9-DOF articulated arms is spawned randomly in a…

When a robot encounters a novel object, how should it respond$\unicode{x2014}$what data should it collect$\unicode{x2014}$so that it can find the object in the future? In this work, we present a method for learning image features of an…

Robotics · Computer Science 2024-10-16 Allison Pinosky , Todd D. Murphey

In order to bring artificial agents into our lives, we will need to go beyond supervised learning on closed datasets to having the ability to continuously expand knowledge. Inspired by a student learning in a classroom, we present an agent…

Computer Vision and Pattern Recognition · Computer Science 2019-03-22 Kevin Shen , Amlan Kar , Sanja Fidler

Passive visual systems typically fail to recognize objects in the amodal setting where they are heavily occluded. In contrast, humans and other embodied agents have the ability to move in the environment, and actively control the viewing…

Computer Vision and Pattern Recognition · Computer Science 2019-04-10 Jianwei Yang , Zhile Ren , Mingze Xu , Xinlei Chen , David Crandall , Devi Parikh , Dhruv Batra

A crucial ability of mobile intelligent agents is to integrate the evidence from multiple sensory inputs in an environment and to make a sequence of actions to reach their goals. In this paper, we attempt to approach the problem of…

Computer Vision and Pattern Recognition · Computer Science 2020-03-10 Chuang Gan , Yiwei Zhang , Jiajun Wu , Boqing Gong , Joshua B. Tenenbaum