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Audio-visual navigation combines sight and hearing to navigate to a sound-emitting source in an unmapped environment. While recent approaches have demonstrated the benefits of audio input to detect and find the goal, they focus on clean and…

声音 · 计算机科学 2023-01-04 Abdelrahman Younes , Daniel Honerkamp , Tim Welschehold , Abhinav Valada

Speech enhancement in audio-only settings remains challenging, particularly in the presence of interfering speakers. This paper presents a simple yet effective real-time audio-visual speech enhancement (AVSE) system, RAVEN, which isolates…

音频与语音处理 · 电气工程与系统科学 2025-08-05 T. Aleksandra Ma , Sile Yin , Li-Chia Yang , Shuo Zhang

Multimodal question answering (QA) often requires identifying which video, audio, or sensor tokens are relevant to the question. Yet modality disagreements are common: off-camera speech, background noise, or motion outside the field of view…

计算与语言 · 计算机科学 2025-09-08 Subrata Biswas , Mohammad Nur Hossain Khan , Bashima Islam

Audio-visual embodied navigation aims to enable an agent to autonomously localize and reach a sound source in unseen 3D environments by leveraging auditory cues. The key challenge of this task lies in effectively modeling the interaction…

计算机视觉与模式识别 · 计算机科学 2026-01-15 Yi Wang , Yinfeng Yu , Bin Ren

In this work we apply deep reinforcement learning to the problems of navigating a three-dimensional environment and inferring the locations of human speaker audio sources within, in the case where the only available information is the raw…

声音 · 计算机科学 2021-11-30 Petros Giannakopoulos , Aggelos Pikrakis , Yannis Cotronis

Aerial outdoor semantic navigation requires robots to explore large, unstructured environments to locate target objects. Recent advances in semantic navigation have demonstrated open-set object-goal navigation in indoor settings, but these…

With the emergence of varied visual navigation tasks (e.g, image-/object-/audio-goal and vision-language navigation) that specify the target in different ways, the community has made appealing advances in training specialized agents capable…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Hanqing Wang , Wei Liang , Luc Van Gool , Wenguan Wang

This paper analyses Conversational AI multi-agent interoperability frameworks and describes the novel architecture proposed by the Open Voice Interoperability initiative (Linux Foundation AI and DATA), also known briefly as OVON (Open Voice…

人工智能 · 计算机科学 2024-07-30 Diego Gosmar , Deborah A. Dahl , Emmett Coin

We present a live demonstration for RAVEN, a real-time audio-visual speech enhancement system designed to run entirely on a CPU. In single-channel, audio-only settings, speech enhancement is traditionally approached as the task of…

音频与语音处理 · 电气工程与系统科学 2025-09-26 T. Aleksandra Ma , Sile Yin , Li-Chia Yang , Shuo Zhang

Audio-visual Navigation refers to an agent utilizing visual and auditory information in complex 3D environments to accomplish target localization and path planning, thereby achieving autonomous navigation. The core challenge of this task…

声音 · 计算机科学 2026-04-06 Xinyu Zhou , Yinfeng Yu

The ability to converse with humans and follow natural language commands is crucial for intelligent unmanned aerial vehicles (a.k.a. drones). It can relieve people's burden of holding a controller all the time, allow multitasking, and make…

计算机视觉与模式识别 · 计算机科学 2023-06-02 Yue Fan , Winson Chen , Tongzhou Jiang , Chun Zhou , Yi Zhang , Xin Eric Wang

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…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Shivansh Patel , Saim Wani , Unnat Jain , Alexander Schwing , Svetlana Lazebnik , Manolis Savva , Angel X. Chang

Vision Language Action (VLA) models promise an open-vocabulary interface that can translate perceptual ambiguity into semantically grounded driving decisions, yet they still treat language as a static prior fixed at inference time. As a…

音频与语音处理 · 电气工程与系统科学 2026-01-30 Ziang Guo , Feng Yang , Xuefeng Zhang , Jiaqi Guo , Kun Zhao , Yixiao Zhou , Peng Lu , Sifa Zheng , Zufeng Zhang

Delivering intelligent and adaptive navigation assistance in augmented reality (AR) requires more than visual cues, as it demands systems capable of interpreting flexible user intent and reasoning over both spatial and semantic context.…

人机交互 · 计算机科学 2025-08-26 Hsuan-Kung Yang , Tsu-Ching Hsiao , Ryoichiro Oka , Ryuya Nishino , Satoko Tofukuji , Norimasa Kobori

We revisit the problem of Object-Goal Navigation (ObjectNav). In its simplest form, ObjectNav is defined as the task of navigating to an object, specified by its label, in an unexplored environment. In particular, the agent is initialized…

计算机视觉与模式识别 · 计算机科学 2020-09-01 Dhruv Batra , Aaron Gokaslan , Aniruddha Kembhavi , Oleksandr Maksymets , Roozbeh Mottaghi , Manolis Savva , Alexander Toshev , Erik Wijmans

Generalisation to unseen contexts remains a challenge for embodied navigation agents. In the context of semantic audio-visual navigation (SAVi) tasks, the notion of generalisation should include both generalising to unseen indoor visual…

机器人学 · 计算机科学 2022-12-23 Gyan Tatiya , Jonathan Francis , Luca Bondi , Ingrid Navarro , Eric Nyberg , Jivko Sinapov , Jean Oh

Robots navigating in human environments should use language to ask for assistance and be able to understand human responses. To study this challenge, we introduce Cooperative Vision-and-Dialog Navigation, a dataset of over 2k embodied,…

计算与语言 · 计算机科学 2019-10-15 Jesse Thomason , Michael Murray , Maya Cakmak , Luke Zettlemoyer

Audio-visual navigation tasks require agents to locate and navigate toward continuously vocalizing targets using only visual observations and acoustic cues. However, existing methods mainly rely on simple feature concatenation or late…

声音 · 计算机科学 2026-04-06 Shaohang Wu , Yinfeng Yu

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…

机器人学 · 计算机科学 2024-04-16 Roberto Bigazzi , Marcella Cornia , Silvia Cascianelli , Lorenzo Baraldi , Rita Cucchiara

In most existing embodied navigation tasks, instructions are well-defined and unambiguous, such as instruction following and object searching. Under this idealized setting, agents are required solely to produce effective navigation outputs…

机器人学 · 计算机科学 2026-01-26 Wensi Huang , Shaohao Zhu , Meng Wei , Jinming Xu , Xihui Liu , Hanqing Wang , Tai Wang , Feng Zhao , Jiangmiao Pang