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This paper analyzes the performance of multicell massive multiple-input and multiple-output (MIMO) systems with variable-resolution analog-to-digital converters (ADCs). In such an architecture, each ADC uses arbitrary quantization…

信息论 · 计算机科学 2021-09-21 Youzhi Xiong , Sanshan Sun , Ning Wei , Li Liu , Zhongpei Zhang

Spectral subtraction, widely used for its simplicity, has been employed to address the Robot Ego Speech Filtering (RESF) problem for detecting speech contents of human interruption from robot's single-channel microphone recordings when it…

机器人学 · 计算机科学 2024-09-11 Yue Li , Koen V. Hindriks , Florian A. Kunneman

With its strong modeling capacity that comes from a multi-head and multi-layer structure, Transformer is a very powerful model for learning a sequential representation and has been successfully applied to speech separation recently.…

声音 · 计算机科学 2020-10-26 Sanyuan Chen , Yu Wu , Zhuo Chen , Takuya Yoshioka , Shujie Liu , Jinyu Li

In recent years, deep neural networks (DNNs) were studied as an alternative to traditional acoustic echo cancellation (AEC) algorithms. The proposed models achieved remarkable performance for the separate tasks of AEC and residual echo…

音频与语音处理 · 电气工程与系统科学 2021-07-20 Ernst Seidel , Jan Franzen , Maximilian Strake , Tim Fingscheidt

In recent years, the introduction of neural networks (NNs) into the field of speech enhancement has brought significant improvements. However, many of the proposed methods are quite demanding in terms of computational complexity and memory…

音频与语音处理 · 电气工程与系统科学 2024-04-19 Ernst Seidel , Pejman Mowlaee , Tim Fingscheidt

Target speaker extraction aims to extract the speech of a specific speaker from a multi-talker mixture as specified by an auxiliary reference. Most studies focus on the scenario where the target speech is highly overlapped with the…

声音 · 计算机科学 2023-09-18 Junjie Li , Ruijie Tao , Zexu Pan , Meng Ge , Shuai Wang , Haizhou Li

Recently, speech recognition with ad-hoc microphone arrays has received much attention. It is known that channel selection is an important problem of ad-hoc microphone arrays, however, this topic seems far from explored in speech…

音频与语音处理 · 电气工程与系统科学 2022-02-15 Junqi Chen , Xiao-Lei Zhang

Pre-trained automatic speech recognition (ASR) models have demonstrated strong performance on a variety of tasks. However, their performance can degrade substantially when the input audio comes from different recording channels. While…

声音 · 计算机科学 2025-08-25 Kuan-Tang Huang , Li-Wei Chen , Hung-Shin Lee , Berlin Chen , Hsin-Min Wang

This paper introduces the SWANT team entry to the ICASSP 2023 AEC Challenge. We submit a system that cascades a linear filter with a neural post-filter. Particularly, we adopt sub-band processing to handle full-band signals and shape the…

音频与语音处理 · 电气工程与系统科学 2023-03-14 Jiayao Sun , Dawei Luo , Zhaoxia Li , Jindong Li , Yukai Ju , Yang Li

Source separation can improve automatic speech recognition (ASR) under multi-party meeting scenarios by extracting single-speaker signals from overlapped speech. Despite the success of self-supervised learning models in single-channel…

音频与语音处理 · 电气工程与系统科学 2023-04-04 Yuang Li , Xianrui Zheng , Philip C. Woodland

This paper tackles several challenges that arise when integrating Automatic Speech Recognition (ASR) and Machine Translation (MT) for real-time, on-device streaming speech translation. Although state-of-the-art ASR systems based on…

计算与语言 · 计算机科学 2025-08-20 Zeeshan Ahmed , Frank Seide , Niko Moritz , Ju Lin , Ruiming Xie , Simone Merello , Zhe Liu , Christian Fuegen

We present a novel source separation model to decompose asingle-channel speech signal into two speech segments belonging to two different speakers. The proposed model is a neural network based on residual blocks, and uses learnt speaker…

声音 · 计算机科学 2019-06-25 Shuo Liu , Gil Keren , Björn Schuller

Downlink coherent multiuser transmission is an essential technique for cell-free massive multiple-input multiple output (MIMO) systems, and the availability of channel state information (CSI) at the transmitter is a basic requirement. To…

Acoustic scene classification (ASC) and acoustic event detection (AED) are different but related tasks. Acoustic events can provide useful information for recognizing acoustic scenes. However, most of the datasets are provided without…

声音 · 计算机科学 2020-10-27 Ruixiong Zhang , Wei Zou , Xiangang Li

Automatic speech recognition (ASR) in the cloud allows the use of larger models and more powerful multi-channel signal processing front-ends compared to on-device processing. However, it also adds an inherent latency due to the transmission…

音频与语音处理 · 电气工程与系统科学 2021-06-16 Lukas Drude , Jahn Heymann , Andreas Schwarz , Jean-Marc Valin

The problem of multisensor multitarget state estimation in the presence of constant but unknown sensor biases is investigated. The classical approach to this problem is to augment the state vector to include the states of all the targets…

信号处理 · 电气工程与系统科学 2019-10-16 Jianxin Yi , Xianrong Wan , Deshi Li

In recent years, the rapid progress in speaker verification (SV) technology has been driven by the extraction of speaker representations based on deep learning. However, such representations are still vulnerable to emotion variability. To…

声音 · 计算机科学 2025-05-27 Jingguang Tian , Xinhui Hu , Xinkang Xu

Recent advances in spatially selective active noise control (SSANC) using multiple microphones have enabled hearables to suppress undesired noise while preserving desired speech from a specific direction. Aiming to achieve minimal speech…

音频与语音处理 · 电气工程与系统科学 2025-07-18 Tong Xiao , Reinhild Roden , Matthias Blau , Simon Doclo

With the widespread application of automatic speech recognition (ASR) systems, their vulnerability to adversarial attacks has been extensively studied. However, most existing adversarial examples are generated on specific individual models,…

声音 · 计算机科学 2025-03-26 Weifei Jin , Junjie Su , Hejia Wang , Yulin Ye , Jie Hao

This paper describes the systems developed by the HCCL team for the NIST 2021 speaker recognition evaluation (NIST SRE21).We first explore various state-of-the-art speaker embedding extractors combined with a novel circle loss to obtain…

声音 · 计算机科学 2022-07-12 Zhuo Li , Runqiu Xiao , Hangting Chen , Zhenduo Zhao , Zihan Zhang , Wenchao Wang