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The difficulty of acquiring abundant, high-quality data, especially in multi-lingual contexts, has sparked interest in addressing low-resource scenarios. Moreover, current literature rely on fixed expressions from language IDs, which…

声音 · 计算机科学 2024-09-30 Youngjae Kim , Yejin Jeon , Gary Geunbae Lee

Sound event detection (SED) and Acoustic scene classification (ASC) are two widely researched audio tasks that constitute an important part of research on acoustic scene analysis. Considering shared information between sound events and…

声音 · 计算机科学 2022-09-14 Daniel Aleksander Krause , Annamaria Mesaros

In many situations, we would like to hear desired sound events (SEs) while being able to ignore interference. Target sound extraction (TSE) tackles this problem by estimating the audio signal of the sounds of target SE classes in a mixture…

音频与语音处理 · 电气工程与系统科学 2022-11-03 Marc Delcroix , Jorge Bennasar Vázquez , Tsubasa Ochiai , Keisuke Kinoshita , Yasunori Ohishi , Shoko Araki

Target speaker extraction focuses on isolating a specific speaker's voice from an audio mixture containing multiple speakers. To provide information about the target speaker's identity, prior works have utilized clean audio samples as…

声音 · 计算机科学 2025-12-09 Shitong Xu , Yiyuan Yang , Niki Trigoni , Andrew Markham

Removing background noise from speech audio has been the subject of considerable effort, especially in recent years due to the rise of virtual communication and amateur recordings. Yet background noise is not the only unpleasant disturbance…

声音 · 计算机科学 2022-09-19 Joan Serrà , Santiago Pascual , Jordi Pons , R. Oguz Araz , Davide Scaini

We propose a novel framework for target speech extraction based on semantic information, called ConceptBeam. Target speech extraction means extracting the speech of a target speaker in a mixture. Typical approaches have been exploiting…

音频与语音处理 · 电气工程与系统科学 2022-07-26 Yasunori Ohishi , Marc Delcroix , Tsubasa Ochiai , Shoko Araki , Daiki Takeuchi , Daisuke Niizumi , Akisato Kimura , Noboru Harada , Kunio Kashino

Binaural speech enhancement (BSE) aims to jointly improve the speech quality and intelligibility of noisy signals received by hearing devices and preserve the spatial cues of the target for natural listening. Existing methods often suffer…

声音 · 计算机科学 2025-01-09 Jingyuan Wang , Jie Zhang , Shihao Chen , Miao Sun

Speaker diarization, the process of segmenting an audio stream or transcribed speech content into homogenous partitions based on speaker identity, plays a crucial role in the interpretation and analysis of human speech. Most existing…

机器学习 · 计算机科学 2024-08-23 Luyao Cheng , Hui Wang , Siqi Zheng , Yafeng Chen , Rongjie Huang , Qinglin Zhang , Qian Chen , Xihao Li

This paper presents a Head-Related Transfer Function (HRTF)-guided framework for binaural Target Speaker Extraction (TSE) from mixtures of concurrent sources. Unlike conventional TSE methods based on Direction of Arrival (DOA) estimation or…

音频与语音处理 · 电气工程与系统科学 2026-03-18 Yoav Ellinson , Sharon Gannot

Subjective evaluations are critical for assessing the perceptual realism of sounds in audio-synthesis driven technologies like augmented and virtual reality. However, they are challenging to set up, fatiguing for users, and expensive. In…

音频与语音处理 · 电气工程与系统科学 2021-12-22 Pranay Manocha , Anurag Kumar , Buye Xu , Anjali Menon , Israel D. Gebru , Vamsi K. Ithapu , Paul Calamia

Reverberations are unavoidable in enclosures, resulting in reduced intelligibility for hearing impaired and non native listeners and even for the normal hearing listeners in noisy circumstances. It also degrades the performance of machine…

音频与语音处理 · 电气工程与系统科学 2022-08-11 Sania Gul , Muhammad Salman Khan , Syed Waqar Shah

Most sound event detection (SED) systems perform well on clean datasets but degrade significantly in noisy environments. Language-queried audio source separation (LASS) models show promise for robust SED by separating target events;…

声音 · 计算机科学 2025-08-12 Yuanjian Chen , Yang Xiao , Han Yin , Yadong Guan , Xubo Liu

Speaker extraction aims to mimic humans' selective auditory attention by extracting a target speaker's voice from a multi-talker environment. It is common to perform the extraction in frequency-domain, and reconstruct the time-domain signal…

音频与语音处理 · 电气工程与系统科学 2020-04-20 Chenglin Xu , Wei Rao , Eng Siong Chng , Haizhou Li

Time-domain single-channel speech enhancement (SE) still remains challenging to extract the target speaker without any prior information on multi-talker conditions. It has been shown via auditory attention decoding that the brain activity…

音频与语音处理 · 电气工程与系统科学 2023-05-18 Jie Zhang , Qing-Tian Xu , Qiu-Shi Zhu , Zhen-Hua Ling

This study describes a binaural machine hearing system that is capable of performing auditory stream segregation in scenarios where multiple sound sources are present. The process of stream segregation refers to the capability of human…

声音 · 计算机科学 2016-06-27 Christopher Schymura , Thomas Walther , Dorothea Kolossa

Spatial aliasing affects spaced microphone arrays, causing directional ambiguity above certain frequencies, degrading spatial and spectral accuracy of beamformers. Given the limitations of conventional signal processing and the scarcity of…

音频与语音处理 · 电气工程与系统科学 2025-10-21 Mateusz Guzik , Giulio Cengarle , Daniel Arteaga

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

Human infants acquire their verbal lexicon with minimal prior knowledge of language based on the statistical properties of phonological distributions and the co-occurrence of other sensory stimuli. This study proposes a novel fully…

人工智能 · 计算机科学 2023-08-22 Akira Taniguchi , Hiroaki Murakami , Ryo Ozaki , Tadahiro Taniguchi

We present BEAMER: a new spatially exploitative approach to learning object detectors which shows excellent results when applied to the task of detecting objects in greyscale aerial imagery in the presence of ambiguous and noisy data. There…

计算机视觉与模式识别 · 计算机科学 2009-07-27 Damian Eads , Edward Rosten , David Helmbold

A robust multichannel speaker diarization and separation system is proposed by exploiting the spatio-temporal activity of the speakers. The system is realized in a hybrid architecture that combines the array signal processing units and the…

音频与语音处理 · 电气工程与系统科学 2024-01-31 Yicheng Hsu , Ssuhan Chen , Mingsian R. Bai