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Sound event detection (SED) and localization refer to recognizing sound events and estimating their spatial and temporal locations. Using neural networks has become the prevailing method for SED. In the area of sound localization, which is…

声音 · 计算机科学 2019-11-06 Yin Cao , Qiuqiang Kong , Turab Iqbal , Fengyan An , Wenwu Wang , Mark D. Plumbley

Speaker localization for binaural microphone arrays has been widely studied for applications such as speech communication, video conferencing, and robot audition. Many methods developed for this task, including the direct path dominance…

音频与语音处理 · 电气工程与系统科学 2023-11-01 Yanir Maymon , Israel Nelken , Boaz Rafaely

While there has been much recent progress using deep learning techniques to separate speech and music audio signals, these systems typically require large collections of isolated sources during the training process. When extending audio…

声音 · 计算机科学 2020-09-01 Fatemeh Pishdadian , Gordon Wichern , Jonathan Le Roux

In traditional sound event localization and detection (SELD) tasks, the focus is typically on sound event detection (SED) and direction-of-arrival (DOA) estimation, but they fall short of providing full spatial information about the sound…

声音 · 计算机科学 2025-01-22 Yuxuan Dong , Qing Wang , Hengyi Hong , Ya Jiang , Shi Cheng

Over the past few years, there has been a great deal of research on navigation tasks in indoor environments using deep reinforcement learning agents. Most of these tasks use only visual information in the form of first-person images to…

计算机视觉与模式识别 · 计算机科学 2023-08-02 Haru Kondoh , Asako Kanezaki

Direction-of-arrival estimation of multiple speakers in a room is an important task for a wide range of applications. In particular, challenging environments with moving speakers, reverberation and noise, lead to significant performance…

音频与语音处理 · 电气工程与系统科学 2024-09-24 Daniel A. Mitchell , Boaz Rafaely , Anurag Kumar , Vladimir Tourbabin

Sound source localization is crucial in acoustic sensing and monitoring-related applications. In this paper, we do a comprehensive analysis of improvement in sound source localization by combining the direction of arrivals (DOAs) with their…

音频与语音处理 · 电气工程与系统科学 2022-12-13 Ruchi Pandey , Shreyas Jaiswal , Huy Phan , Santosh Nannuru

We study the problem of localizing a configuration of points and planes from the collection of point-to-plane distances. This problem models simultaneous localization and mapping from acoustic echoes as well as the notable "structure from…

计算几何 · 计算机科学 2020-06-24 Miranda Krekovic , Ivan Dokmanic , Martin Vetterli

Recent data- and learning-based sound source localization (SSL) methods have shown strong performance in challenging acoustic scenarios. However, little work has been done on adapting such methods to track consistently multiple sources…

音频与语音处理 · 电气工程与系统科学 2023-06-06 David Diaz-Guerra , Archontis Politis , Tuomas Virtanen

A method is proposed, based on scan statistics, to detect, identify, and localize illicit radiological material using mobile sensors in an urban environment. Our method handles varying levels of background radiation that change according to…

信号处理 · 电气工程与系统科学 2020-02-11 Michael D. Porter , Alphonse Akakpo

We address the problem of online localization and tracking of multiple moving speakers in reverberant environments. The paper has the following contributions. We use the direct-path relative transfer function (DP-RTF), an inter-channel…

声音 · 计算机科学 2019-04-11 Xiaofei Li , Yutong Ban , Laurent Girin , Xavier Alameda-Pineda , Radu Horaud

Audio tagging aims to label sound events appearing in an audio recording. In this paper, we propose region-specific audio tagging, a new task which labels sound events in a given region for spatial audio recorded by a microphone array. The…

音频与语音处理 · 电气工程与系统科学 2025-09-12 Jinzheng Zhao , Yong Xu , Haohe Liu , Davide Berghi , Xinyuan Qian , Qiuqiang Kong , Junqi Zhao , Mark D. Plumbley , Wenwu Wang

Any audio recording encapsulates the unique fingerprint of the associated acoustic environment, namely the background noise and reverberation. Considering the scenario of a room equipped with a fixed smart speaker device with one or more…

音频与语音处理 · 电气工程与系统科学 2022-12-05 Francesco Nespoli , Daniel Barreda , Patrick A. Naylor

To improve speaker verification in real scenarios with interference speakers, noise, and reverberation, we propose to bring together advancements made in multi-channel speech features. Specifically, we combine spectral, spatial, and…

音频与语音处理 · 电气工程与系统科学 2021-04-12 Saurabh Kataria , Shi-Xiong Zhang , Dong Yu

Angle-of-Arrival estimation technology, with its potential advantages, emerges as an intriguing choice for indoor localization. Notably, it holds the promise of reducing installation costs. In contrast to ToF/TDoA based systems, AoA-based…

Multi-source localization is an important and challenging technique for multi-talker conversation analysis. This paper proposes a novel supervised learning method using deep neural networks to estimate the direction of arrival (DOA) of all…

音频与语音处理 · 电气工程与系统科学 2021-11-30 Aswin Shanmugam Subramanian , Chao Weng , Shinji Watanabe , Meng Yu , Dong Yu

This work is dedicated to novel uniqueness results and high resolution sampling methods for source support from multi-frequency sparse far field patterns. With a single pair of observation directions $\pm\hat{x}$, we prove that the lines…

数值分析 · 数学 2025-05-23 Xiaodong Liu , Qingxiang Shi

This paper addresses the challenging scenario for the distant-talking control of a music playback device, a common portable speaker with four small loudspeakers in close proximity to one microphone. The user controls the device through…

声音 · 计算机科学 2014-05-07 Ramin Pichevar , Jason Wung , Daniele Giacobello , Joshua Atkins

Estimation of the direction-of-arrival (DoA) of a speaker in a room is important in many audio signal processing applications. Environments with reverberation that masks the DoA information are particularly challenging. Recently, a DoA…

音频与语音处理 · 电气工程与系统科学 2023-10-06 Boaz Rafaely , Koby Alhaiany

Recent anti-spoofing systems focus on spoofing detection, where the task is only to determine whether the test audio is fake. However, there are few studies putting attention to identifying the methods of generating fake speech. Common…

声音 · 计算机科学 2022-12-19 Tinglong Zhu , Xingming Wang , Xiaoyi Qin , Ming Li