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A deep learning framework for dynamically rendering personal sound zones (PSZs) with head tracking is presented, utilizing a spatially adaptive neural network (SANN) that inputs listeners' head coordinates and outputs PSZ filter…

音频与语音处理 · 电气工程与系统科学 2024-11-04 Yue Qiao , Edgar Choueiri

Deep learning-based Personal Sound Zones (PSZs) rely on simulated acoustic transfer functions (ATFs) for training, yet idealized point-source models exhibit large sim-to-real gaps. While physically informed components improve…

音频与语音处理 · 电气工程与系统科学 2026-03-04 Hao Jiang , Edgar Choueiri

Personal sound zone (PSZ) reproduction system, which attempts to create distinct virtual acoustic scenes for different listeners at their respective positions within the same spatial area using one loudspeaker array, is a fundamental…

声音 · 计算机科学 2025-12-12 Wenye Zhu , Jun Tang , Xiaofei Li

A Personal Sound Zones (PSZ) system aims to generate two or more independent listening zones that allow multiple users to listen to different music/audio content in a shared space without the need for wearing headphones. Most existing…

音频与语音处理 · 电气工程与系统科学 2023-11-22 Sipei Zhao , Guoqiang Zhang , Eva Cheng , Ian S. Burnett

Personalized binaural audio reproduction is the basis of realistic spatial localization, sound externalization, and immersive listening, directly shaping user experience and listening effort. This survey reviews recent advances in deep…

音频与语音处理 · 电气工程与系统科学 2025-09-03 Xikun Lu , Yunda Chen , Zehua Chen , Jie Wang , Mingxing Liu , Hongmei Hu , Chengshi Zheng , Stefan Bleeck , Jinqiu Sang

Spatial audio, which focuses on immersive 3D sound rendering, is widely applied in the acoustic industry. One of the key problems of current spatial audio rendering methods is the lack of personalization based on different anatomies of…

计算机视觉与模式识别 · 计算机科学 2023-01-31 Xiaoyang Huang , Yanjun Wang , Yang Liu , Bingbing Ni , Wenjun Zhang , Jinxian Liu , Teng Li

Coordinate-conditioned neural networks can generate head-tracked personal sound zone (PSZ) loudspeaker filters in real time, but they are sensitive to localization uncertainty. Small fluctuations in estimated listener coordinates, caused by…

音频与语音处理 · 电气工程与系统科学 2026-05-22 Hao Jiang , Edgar Choueiri

Deep learning-based speech enhancement has shown unprecedented performance in recent years. The most popular mono speech enhancement frameworks are end-to-end networks mapping the noisy mixture into an estimate of the clean speech. With…

音频与语音处理 · 电气工程与系统科学 2022-02-02 Bahareh Tolooshams , Kazuhito Koishida

We consider the problem of audio voice separation for binaural applications, such as earphones and hearing aids. While today's neural networks perform remarkably well (separating $4+$ sources with 2 microphones) they assume a known or fixed…

声音 · 计算机科学 2022-07-18 Zhongweiyang Xu , Romit Roy Choudhury

We introduce region-customizable sound extraction (ReZero), a general and flexible framework for the multi-channel region-wise sound extraction (R-SE) task. R-SE task aims at extracting all active target sounds (e.g., human speech) within a…

音频与语音处理 · 电气工程与系统科学 2023-09-01 Rongzhi Gu , Yi Luo

Human perceives rich auditory experience with distinct sound heard by ears. Videos recorded with binaural audio particular simulate how human receives ambient sound. However, a large number of videos are with monaural audio only, which…

声音 · 计算机科学 2021-05-04 Yan-Bo Lin , Yu-Chiang Frank Wang

Studies have shown that in noisy acoustic environments, providing binaural signals to the user of an assistive listening device may improve speech intelligibility and spatial awareness. This paper presents a binaural speech enhancement…

音频与语音处理 · 电气工程与系统科学 2024-03-11 Vikas Tokala , Eric Grinstein , Mike Brookes , Simon Doclo , Jesper Jensen , Patrick A. Naylor

Binaural stereo audio is recorded by imitating the way the human ear receives sound, which provides people with an immersive listening experience. Existing approaches leverage autoencoders and directly exploit visual spatial information to…

声音 · 计算机科学 2023-11-15 Zhaojian Li , Bin Zhao , Yuan Yuan

Binaural audio delivers spatial cues essential for immersion, yet most consumer videos are monaural due to capture constraints. We introduce SIREN, a visually guided mono to binaural framework that explicitly predicts left and right…

声音 · 计算机科学 2026-04-01 Mingyeong Song , Seoyeon Ko , Junhyug Noh

When the parameters of Bayesian Short-time Spectral Amplitude (STSA) estimator for speech enhancement are selected based on the characteristics of the human auditory system, the gain function of the estimator becomes more flexible. Although…

声音 · 计算机科学 2025-12-18 Suman Samui

Binaural reproduction is rapidly becoming a topic of great interest in the research community, especially with the surge of new and popular devices, such as virtual reality headsets, smart glasses, and head-tracked headphones. In order to…

音频与语音处理 · 电气工程与系统科学 2025-04-30 Lior Madmoni , Zamir Ben-Hur , Jacob Donley , Vladimir Tourbabin , Boaz Rafaely

Spatially selective active noise control (SSANC) hearables aim to attenuate noise from certain directions at the eardrum while preserving desired speech arriving from selected directions. Existing SSANC systems typically assume an accurate…

音频与语音处理 · 电气工程与系统科学 2026-05-19 Tong Xiao , Reinhild Roden , Matthias Blau , Simon Doclo

Loudspeaker-based spatial audio reproduction schemes are increasingly used for evaluating hearing aids in complex acoustic conditions. To further establish the feasibility of this approach, this study investigated the interaction between…

声音 · 计算机科学 2015-08-04 Giso Grimm , Stephan Ewert , Volker Hohmann

This paper investigates the performance of Binaural Signal Matching (BSM) methods for near-field sound reproduction using a wearable glasses-mounted microphone array. BSM is a flexible, signal-independent approach for binaural rendering…

音频与语音处理 · 电气工程与系统科学 2025-10-28 Sapir Goldring , Zamir Ben Hur , David Lou Alon , Chad McKell , Sebastian Prepelita , Boaz Rafaely

The capture and reproduction of spatial audio is becoming increasingly popular, with the mushrooming of applications in teleconferencing, entertainment and virtual reality. Many binaural reproduction methods have been developed and studied…

音频与语音处理 · 电气工程与系统科学 2023-11-27 Ami Berger , Vladimir Tourbabin , Jacob Donley , Zamir Ben-Hur , Boaz Rafaely
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