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Recent years have seen embodied visual navigation advance in two distinct directions: (i) in equipping the AI agent to follow natural language instructions, and (ii) in making the navigable world multimodal, e.g., audio-visual navigation.…

Computer Vision and Pattern Recognition · Computer Science 2022-10-17 Sudipta Paul , Amit K. Roy-Chowdhury , Anoop Cherian

Audio-visual navigation enables embodied agents to navigate toward sound-emitting targets by leveraging both auditory and visual cues. However, most existing approaches rely on precomputed room impulse responses (RIRs) for binaural audio…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Yichen Zeng , Hebaixu Wang , Meng Liu , Yu Zhou , Chen Gao , Kehan Chen , Gongping Huang

Audio-Visual Embodied Navigation aims to enable agents to autonomously navigate to sound sources in unknown 3D environments using auditory cues. While current AVN methods excel on in-distribution sound sources, they exhibit poor…

Sound · Computer Science 2025-10-15 Yi Wang , Yinfeng Yu , Fuchun Sun , Liejun Wang , Wendong Zheng

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

Audio-visual navigation task requires an agent to find a sound source in a realistic, unmapped 3D environment by utilizing egocentric audio-visual observations. Existing audio-visual navigation works assume a clean environment that solely…

Sound · Computer Science 2022-02-23 Yinfeng Yu , Wenbing Huang , Fuchun Sun , Changan Chen , Yikai Wang , Xiaohong Liu

In audio-visual navigation (AVN), an intelligent agent needs to navigate to a constantly sound-making object in complex 3D environments based on its audio and visual perceptions. While existing methods attempt to improve the navigation…

Sound · Computer Science 2022-06-02 Shunqi Mao , Chaoyi Zhang , Heng Wang , Weidong Cai

Moving around in the world is naturally a multisensory experience, but today's embodied agents are deaf---restricted to solely their visual perception of the environment. We introduce audio-visual navigation for complex, acoustically and…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Changan Chen , Unnat Jain , Carl Schissler , Sebastia Vicenc Amengual Gari , Ziad Al-Halah , Vamsi Krishna Ithapu , Philip Robinson , Kristen Grauman

Audio-visual embodied navigation, as a hot research topic, aims training a robot to reach an audio target using egocentric visual (from the sensors mounted on the robot) and audio (emitted from the target) input. The audio-visual…

Sound · Computer Science 2022-10-06 Yinfeng Yu , Lele Cao , Fuchun Sun , Xiaohong Liu , Liejun Wang

Audio-Visual Navigation (AVN) requires an embodied agent to navigate toward a sound source by utilizing both vision and binaural audio. A core challenge arises in complex acoustic environments, where binaural cues become intermittently…

Sound · Computer Science 2026-04-06 Teng Liu , Yinfeng Yu

Recent work on audio-visual navigation targets a single static sound in noise-free audio environments and struggles to generalize to unheard sounds. We introduce the novel dynamic audio-visual navigation benchmark in which an embodied AI…

Computer Vision and Pattern Recognition · Computer Science 2022-01-13 Abdelrahman Younes

In audio-visual navigation (AVN) tasks, an embodied agent must autonomously localize a sound source in unknown and complex 3D environments based on audio-visual signals. Existing methods often rely on static modality fusion strategies and…

Artificial Intelligence · Computer Science 2025-09-23 Jia Li , Yinfeng Yu , Liejun Wang , Fuchun Sun , Wendong Zheng

In this paper our objectives are, first, networks that can embed audio and visual inputs into a common space that is suitable for cross-modal retrieval; and second, a network that can localize the object that sounds in an image, given the…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Relja Arandjelović , Andrew Zisserman

Audio-visual navigation is an audio-targeted wayfinding task where a robot agent is entailed to travel a never-before-seen 3D environment towards the sounding source. In this article, we present ORAN, an omnidirectional audio-visual…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Jinyu Chen , Wenguan Wang , Si Liu , Hongsheng Li , Yi Yang

Developing embodied agents in simulation has been a key research topic in recent years. Exciting new tasks, algorithms, and benchmarks have been developed in various simulators. However, most of them assume deaf agents in silent…

Robotics · Computer Science 2023-09-19 Ruohan Gao , Hao Li , Gokul Dharan , Zhuzhu Wang , Chengshu Li , Fei Xia , Silvio Savarese , Li Fei-Fei , Jiajun Wu

Dialogue models falter in noisy, multi-speaker environments, often producing irrelevant responses and awkward turn-taking. We present AV-Dialog, the first multimodal dialog framework that uses both audio and visual cues to track the target…

Computation and Language · Computer Science 2025-11-17 Tuochao Chen , Bandhav Veluri , Hongyu Gong , Shyamnath Gollakota

We study language-conditioned visual navigation (LCVN), in which an embodied agent is asked to follow a natural language instruction based only on an initial egocentric observation. Without access to goal images, the agent must rely on…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Yifei Dong , Fengyi Wu , Yilong Dai , Lingdong Kong , Guangyu Chen , Xu Zhu , Qiyu Hu , Tianyu Wang , Johnalbert Garnica , Feng Liu , Siyu Huang , Qi Dai , Zhi-Qi Cheng

In audio-visual navigation, an agent intelligently travels through a complex, unmapped 3D environment using both sights and sounds to find a sound source (e.g., a phone ringing in another room). Existing models learn to act at a fixed…

Computer Vision and Pattern Recognition · Computer Science 2021-02-12 Changan Chen , Sagnik Majumder , Ziad Al-Halah , Ruohan Gao , Santhosh Kumar Ramakrishnan , Kristen Grauman

Visual-audio navigation (VAN) is attracting more and more attention from the robotic community due to its broad applications, \emph{e.g.}, household robots and rescue robots. In this task, an embodied agent must search for and navigate to…

Robotics · Computer Science 2023-06-22 Hongcheng Wang , Yuxuan Wang , Fangwei Zhong , Mingdong Wu , Jianwei Zhang , Yizhou Wang , Hao Dong

Intelligent agents often require collaborative strategies to achieve complex tasks beyond individual capabilities in real-world scenarios. While existing audio-visual navigation (AVN) research mainly focuses on single-agent systems, their…

Robotics · Computer Science 2025-09-30 Hailong Zhang , Yinfeng Yu , Liejun Wang , Fuchun Sun , Wendong Zheng

Recent work on audio-visual navigation assumes a constantly-sounding target and restricts the role of audio to signaling the target's position. We introduce semantic audio-visual navigation, where objects in the environment make sounds…

Computer Vision and Pattern Recognition · Computer Science 2021-04-08 Changan Chen , Ziad Al-Halah , Kristen Grauman
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