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This paper introduces an area-based source separation method designed for virtual meeting scenarios. The aim is to preserve speech signals from an unspecified number of sources within a defined spatial area in front of a linear microphone…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-20 Martin Strauss , Okan Köpüklü

Recently, attention-based transformers have become a de facto standard in many deep learning applications including natural language processing, computer vision, signal processing, etc.. In this paper, we propose a transformer-based…

Sound · Computer Science 2024-09-04 Tathagata Bandyopadhyay

Recently, end-to-end speaker extraction has attracted increasing attention and shown promising results. However, its performance is often inferior to that of a blind source separation (BSS) counterpart with a similar network architecture,…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-05 Zifeng Zhao , Dongchao Yang , Rongzhi Gu , Haoran Zhang , Yuexian Zou

Target speech extraction (TSE) has achieved strong performance in relatively simple conditions such as one-speaker-plus-noise and two-speaker mixtures, but its performance remains unsatisfactory in noisy multi-speaker scenarios. To address…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-16 Ziling Huang , Junnan Wu , Lichun Fan , Zhenbo Luo , Jian Luan , Haixin Guan , Yanhua Long

Humanoid robots require simultaneous sound event type and direction estimation for situational awareness, but conventional two-channel input struggles with elevation estimation and front-back confusion. This paper proposes a binaural sound…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-07 Gyeong-Tae Lee

Recently, a spatially selective non-linear filter (SSF) has been proposed for target speaker extraction, using the target direction-of-arrival (DOA) as a spatial cue. Since learned intermediate features are tied to the microphone geometry,…

Audio and Speech Processing · Electrical Eng. & Systems 2026-05-19 Jiatong Li , Wiebke Middelberg , Simon Doclo

Imagine being in a crowded space where people speak a different language and having hearables that transform the auditory space into your native language, while preserving the spatial cues for all speakers. We introduce spatial speech…

Computation and Language · Computer Science 2025-04-29 Tuochao Chen , Qirui Wang , Runlin He , Shyam Gollakota

We study the problem of cross-lingual voice conversion in non-parallel speech corpora and one-shot learning setting. Most prior work require either parallel speech corpora or enough amount of training data from a target speaker. However, we…

Sound · Computer Science 2018-08-17 Seyed Hamidreza Mohammadi , Taehwan Kim

The primary goal of multi-modal TSE (MTSE) is to extract a target speaker from a speech mixture using complementary information from different modalities, such as audio enrolment and visual feeds corresponding to the target speaker. MTSE…

Audio and Speech Processing · Electrical Eng. & Systems 2025-07-10 Srikanth Korse , Mohamed Elminshawi , Emanuel A. P. Habets , Srikanth Raj Chetupalli

State-of-the-art target speaker extraction (TSE) systems are typically designed to generalize to any given mixing environment, necessitating a model with a large enough capacity as a generalist. Personalized speech enhancement could be a…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-06 Tsun-An Hsieh , Minje Kim

Imagine being able to listen to the birds chirping in a park without hearing the chatter from other hikers, or being able to block out traffic noise on a busy street while still being able to hear emergency sirens and car honks. We…

Sound · Computer Science 2023-11-02 Bandhav Veluri , Malek Itani , Justin Chan , Takuya Yoshioka , Shyamnath Gollakota

Sound source localization relies on spatial cues such as interaural time differences (ITD), interaural level differences (ILD), and monaural spectral cues. Individually measured Head-Related Transfer Functions (HRTFs) facilitate precise…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-17 Nils Marggraf-Turley , Martha Shiell , Niels Pontoppidan , Drew Cappotto , Lorenzo Picinali

Expressing head-related transfer functions (HRTFs) in spherical harmonic (SH) domain has been thoroughly studied as a method of obtaining continuity over space. However, HRTFs are functions not only of direction but also of frequency. This…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-13 Adam Szwajcowski

Target speaker extraction, which aims at extracting a target speaker's voice from a mixture of voices using audio, visual or locational clues, has received much interest. Recently an audio-visual target speaker extraction has been proposed…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-03 Hiroshi Sato , Tsubasa Ochiai , Keisuke Kinoshita , Marc Delcroix , Tomohiro Nakatani , Shoko Araki

This study investigates the approach of direction-dependent selection of Head-Related Transfer Functions (HRTFs) and its impact on sound localization accuracy. For applications such as virtual reality (VR) and teleconferencing, obtaining…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-09 Sapir Goldring , Zamir Ben Hur , David Lou Alon , Boaz Rafaely

Target speech extraction (TSE) typically relies on pre-recorded high-quality enrollment speech, which disrupts user experience and limits feasibility in spontaneous interaction. In this paper, we propose Enroll-on-Wakeup (EoW), a novel…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-25 Yiming Yang , Guangyong Wang , Haixin Guan , Yanhua Long

This paper proposes a new task called spatial voice conversion, which aims to convert a target voice while preserving spatial information and non-target signals. Traditional voice conversion methods focus on single-channel waveforms,…

Target Speech Extraction (TSE) aims to isolate a target speaker's voice from a mixture of multiple speakers by leveraging speaker-specific cues, typically provided as auxiliary audio (a.k.a. cue audio). Although recent advancements in TSE…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-09 Helin Wang , Jiarui Hai , Dongchao Yang , Chen Chen , Kai Li , Junyi Peng , Thomas Thebaud , Laureano Moro Velazquez , Jesus Villalba , Najim Dehak

An individualised head-related transfer function (HRTF) is very important for creating realistic virtual reality (VR) and augmented reality (AR) environments. However, acoustically measuring high-quality HRTFs requires expensive equipment…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-28 Aidan O. T. Hogg , Mads Jenkins , He Liu , Isaac Squires , Samuel J. Cooper , Lorenzo Picinali

This paper proposes a guided speaker embedding extraction system, which extracts speaker embeddings of the target speaker using speech activities of target and interference speakers as clues. Several methods for long-form overlapped…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-03 Shota Horiguchi , Takafumi Moriya , Atsushi Ando , Takanori Ashihara , Hiroshi Sato , Naohiro Tawara , Marc Delcroix