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相关论文: Speaker Recognition with Cough, Laugh and "Wei"

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Despite the rapid progress of automatic speech recognition (ASR) technologies targeting normal speech in recent decades, accurate recognition of dysarthric and elderly speech remains highly challenging tasks to date. Sources of…

音频与语音处理 · 电气工程与系统科学 2022-03-18 Mengzhe Geng , Xurong Xie , Zi Ye , Tianzi Wang , Guinan Li , Shujie Hu , Xunying Liu , Helen Meng

Developing a robust speech emotion recognition (SER) system in noisy conditions faces challenges posed by different noise properties. Most previous studies have not considered the impact of human speech noise, thus limiting the application…

声音 · 计算机科学 2024-12-18 Jinyi Mi , Xiaohan Shi , Ding Ma , Jiajun He , Takuya Fujimura , Tomoki Toda

Neural network-based speaker recognition has achieved significant improvement in recent years. A robust speaker representation learns meaningful knowledge from both hard and easy samples in the training set to achieve good performance.…

音频与语音处理 · 电气工程与系统科学 2022-10-31 Ruijie Tao , Kong Aik Lee , Zhan Shi , Haizhou Li

Speaker diarization(SD) is a classic task in speech processing and is crucial in multi-party scenarios such as meetings and conversations. Current mainstream speaker diarization approaches consider acoustic information only, which result in…

计算与语言 · 计算机科学 2023-05-23 Luyao Cheng , Siqi Zheng , Zhang Qinglin , Hui Wang , Yafeng Chen , Qian Chen

Document-level Event Extraction (DEE) is particularly tricky due to the two challenges it poses: scattering-arguments and multi-events. The first challenge means that arguments of one event record could reside in different sentences in the…

计算与语言 · 计算机科学 2022-02-08 Shiyao Cui , Xin Cong , Bowen Yu , Tingwen Liu , Yucheng Wang , Jinqiao Shi

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

Speaker embedding extractors significantly influence the performance of clustering-based speaker diarisation systems. Conventionally, only one embedding is extracted from each speech segment. However, because of the sliding window approach,…

声音 · 计算机科学 2022-11-09 Hee-Soo Heo , Youngki Kwon , Bong-Jin Lee , You Jin Kim , Jee-weon Jung

Audio-visual speaker extraction isolates a target speaker's speech from a mixture speech signal conditioned on a visual cue, typically using the target speaker's face recording. However, in real-world scenarios, other co-occurring faces are…

音频与语音处理 · 电气工程与系统科学 2025-05-28 Zexu Pan , Shengkui Zhao , Tingting Wang , Kun Zhou , Yukun Ma , Chong Zhang , Bin Ma

Speaker recognition is a well known and studied task in the speech processing domain. It has many applications, either for security or speaker adaptation of personal devices. In this paper, we present a new paradigm for automatic speaker…

音频与语音处理 · 电气工程与系统科学 2020-08-10 Mathieu Seurin , Florian Strub , Philippe Preux , Olivier Pietquin

The success of automatic speaker verification shows that discriminative speaker representations can be extracted from neutral speech. However, as a kind of non-verbal voice, laughter should also carry speaker information intuitively. Thus,…

音频与语音处理 · 电气工程与系统科学 2023-11-21 Yuke Lin , Xiaoyi Qin , Huahua Cui , Zhenyi Zhu , Ming Li

This manuscript proposes a novel robust procedure for the extraction of a speaker of interest (SOI) from a mixture of audio sources. The estimation of the SOI is performed via independent vector extraction (IVE). Since the blind IVE cannot…

音频与语音处理 · 电气工程与系统科学 2022-07-29 Jiri Malek , Jakub Jansky , Zbynek Koldovsky , Tomas Kounovsky , Jaroslav Cmejla , Jindrich Zdansky

This paper addresses the combination of complementary parallel speech recognition systems to reduce the error rate of speech recognition systems operating in real highly-reverberant environments. First, the testing environment consists of…

音频与语音处理 · 电气工程与系统科学 2019-06-19 José Novoa , Josué Fredes , Jorge Wuth , Fernando Huenupán , Richard M. Stern , Nestor Becerra Yoma

In this paper we explore speaker identification using electroencephalography (EEG) signals. The performance of speaker identification systems degrades in presence of background noise, this paper demonstrates that EEG features can be used to…

音频与语音处理 · 电气工程与系统科学 2020-03-11 Gautam Krishna , Co Tran , Mason Carnahan , Ahmed Tewfik

Disordered speech recognition profound implications for improving the quality of life for individuals afflicted with, for example, dysarthria. Dysarthric speech recognition encounters challenges including limited data, substantial…

音频与语音处理 · 电气工程与系统科学 2024-06-17 Yicong Jiang , Tianzi Wang , Xurong Xie , Juan Liu , Wei Sun , Nan Yan , Hui Chen , Lan Wang , Xunying Liu , Feng Tian

Speech Emotion Recognition (SER) task has known significant improvements over the last years with the advent of Deep Neural Networks (DNNs). However, even the most successful methods are still rather failing when adaptation to specific…

音频与语音处理 · 电气工程与系统科学 2021-04-16 Clément Le Moine , Nicolas Obin , Axel Roebel

Target Speaker Extraction (TSE) aims to extract the clean speech of the target speaker in an audio mixture, eliminating irrelevant background noise and speech. While prior work has explored various auxiliary cues including pre-recorded…

声音 · 计算机科学 2026-04-28 Ziyang Jiang , Jiahe Lei , Xueyan Chen , Yifan Zhang , Zexu Pan , Wei Xue , Xinyuan Qian

In conventional sound event detection (SED) models, two types of events, namely, those that are present and those that do not occur in an acoustic scene, are regarded as the same type of events. The conventional SED methods cannot…

声音 · 计算机科学 2021-02-11 Noriyuki Tonami , Keisuke Imoto , Yuki Okamoto , Takahiro Fukumori , Yoichi Yamashita

The predominant metric for evaluating speech recognizers, the Word Error Rate (WER) has been extended in different ways to handle transcripts produced by long-form multi-talker speech recognizers. These systems process long transcripts…

音频与语音处理 · 电气工程与系统科学 2025-08-05 Thilo von Neumann , Christoph Boeddeker , Marc Delcroix , Reinhold Haeb-Umbach

It is estimated that around 70 million people worldwide are affected by a speech disorder called stuttering. With recent advances in Automatic Speech Recognition (ASR), voice assistants are increasingly useful in our everyday lives. Many…

音频与语音处理 · 电气工程与系统科学 2022-02-14 Olabanji Shonibare , Xiaosu Tong , Venkatesh Ravichandran

Nowadays, speech is becoming a more common, if not standard, interface to technology. This can be seen in the trend of technology changes over the years. Increasingly, voice is used to control programs, appliances and personal devices…

人机交互 · 计算机科学 2019-09-10 Abraham Glasser