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Audio source separation is the process of separating a mixture (e.g. a pop band recording) into isolated sounds from individual sources (e.g. just the lead vocals). Deep learning models are the state-of-the-art in source separation, given…

音频与语音处理 · 电气工程与系统科学 2020-07-28 Alisa Liu , Prem Seetharaman , Bryan Pardo

We introduce Wavesplit, an end-to-end source separation system. From a single mixture, the model infers a representation for each source and then estimates each source signal given the inferred representations. The model is trained to…

音频与语音处理 · 电气工程与系统科学 2020-07-03 Neil Zeghidour , David Grangier

Beamforming is a signal processing technique. It has been studied in many areas such as radar, sonar, seismology and wireless communications, to name but a few. It can be used for a myriad of purposes, such as detecting the presence of a…

其他计算机科学 · 计算机科学 2012-12-27 Hidri Adel , Meddeb Souad , Abdulqadir Alaqeeli , Amiri Hamid

Emulating the human ability to solve the cocktail party problem, i.e., focus on a source of interest in a complex acoustic scene, is a long standing goal of audio source separation research. Much of this research investigates separating…

音频与语音处理 · 电气工程与系统科学 2022-12-15 Darius Petermann , Gordon Wichern , Aswin Shanmugam Subramanian , Zhong-Qiu Wang , Jonathan Le Roux

Source separation is a fundamental task in speech, music, and audio processing, and it also provides cleaner and larger data for training generative models. However, improving separation performance in practice often depends on increasingly…

声音 · 计算机科学 2025-10-15 Yongsheng Feng , Yuetonghui Xu , Jiehui Luo , Hongjia Liu , Xiaobing Li , Feng Yu , Wei Li

In this paper, the concept of an adaptation algorithm is proposed, which can be used to blindly adapt the microphone array geometry of a humanoid robot such that the performance of the underlying signal separation algorithm is improved. As…

声音 · 计算机科学 2014-04-29 Hendrik Barfuss , Walter Kellermann

Anomalous sound detection (ASD) in the wild requires robustness to distribution shifts such as unseen low-SNR input mixtures of machine and noise types. State-of-the-art systems extract embeddings from an adapted audio encoder and detect…

音频与语音处理 · 电气工程与系统科学 2025-10-30 Phurich Saengthong , Tomoya Nishida , Kota Dohi , Natsuo Yamashita , Yohei Kawaguchi

Intelligent reflecting surface (IRS) has recently been emerging as an enabler for smart radio environment in which passive antenna arrays can be used to actively tailor/control the radio propagation. With multiple IRSs being launched to…

信号处理 · 电气工程与系统科学 2021-12-09 Tu V. Nguyen , Diep N. Nguyen

Programmable metasurfaces and adjustable antennas are promising technologies. The security of a rotatable array system is investigated in this paper. A dual-base-station (BS) architecture is adopted, in which the BSs collaboratively perform…

信号处理 · 电气工程与系统科学 2025-11-18 Maolin Li , Feng Shu , Minghao Chen , Cunhua Pan , Fuhui Zhou , Yongpeng Wu , Liang Yang

Confining sound is of significant importance for the manipulation and routing acoustic waves. We propose a Helmholtz resonator (HR) based subwavelength sound channel formed at the interface of two metamaterials, for this purpose. The…

应用物理 · 物理学 2021-03-31 Yun Zhou , Prabhakar R. Bandaru , Daniel F. Sievenpiper

Voice-controlled house-hold devices, like Amazon Echo or Google Home, face the problem of performing speech recognition of device-directed speech in the presence of interfering background speech, i.e., background noise and interfering…

计算与语言 · 计算机科学 2019-02-08 Yiming Wang , Xing Fan , I-Fan Chen , Yuzong Liu , Tongfei Chen , Björn Hoffmeister

Current research in robotic sounds generally focuses on either masking the consequential sound produced by the robot or on sonifying data about the robot to create a synthetic robot sound. We propose to capture, modify, and utilise rather…

人机交互 · 计算机科学 2024-04-23 Stine S. Johansen , Yanto Browning , Anthony Brumpton , Jared Donovan , Markus Rittenbruch

A new learning algorithm for speech separation networks is designed to explicitly reduce residual noise and artifacts in the separated signal in an unsupervised manner. Generative adversarial networks are known to be effective in…

音频与语音处理 · 电气工程与系统科学 2022-03-29 Kohei Saijo , Tetsuji Ogawa

Abstract While vision-based localization techniques have been widely studied for small autonomous unmanned vehicles (SAUVs), sound-source localization capabilities have not been fully enabled for SAUVs. This paper presents two novel…

声音 · 计算机科学 2020-06-30 Deepak Gala , Nathan Lindsay , Liang Sun

The emergence of voice-assistant devices ushers in delightful user experiences not just on the smart home front, but also in diverse educational environments from classrooms to personalized-learning/tutoring. However, the use of voice as an…

音频与语音处理 · 电气工程与系统科学 2021-04-23 Mohammad Niknazar , Aditya Vempaty , Ravi Kokku

In general, multi-channel source separation has utilized inter-microphone phase differences (IPDs) concatenated with magnitude information in time-frequency domain, or real and imaginary components stacked along the channel axis. However,…

音频与语音处理 · 电气工程与系统科学 2026-04-01 Ui-Hyeop Shin , Bon Hyeok Ku , Hyung-Min Park

We present a unified model capable of simultaneously grounding both spoken language and non-speech sounds within a visual scene, addressing key limitations in current audio-visual grounding models. Existing approaches are typically limited…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Hyeonggon Ryu , Seongyu Kim , Joon Son Chung , Arda Senocak

In cluttered environments where visual sensors encounter heavy occlusion, such as in agricultural settings, tactile signals can provide crucial spatial information for the robot to locate rigid objects and maneuver around them. We introduce…

机器人学 · 计算机科学 2024-12-16 Moonyoung Lee , Uksang Yoo , Jean Oh , Jeffrey Ichnowski , George Kantor , Oliver Kroemer

This paper addresses the problem of single-channel speech separation, where the number of speakers is unknown, and each speaker may speak multiple utterances. We propose a speech separation model that simultaneously performs separation,…

音频与语音处理 · 电气工程与系统科学 2025-05-23 Yuzhu Wang , Archontis Politis , Konstantinos Drossos , Tuomas Virtanen

In state-of-the-art wireless networks, the radio environment is beyond the control of the operators which leads to several issues. For example, signal attenuation limits radio connectivity, multi-path propagation results in fading phenomena…

网络与互联网体系结构 · 计算机科学 2021-01-05 Mehdi Toumi , Adnan Aijaz
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