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Sound event detection (SED) entails identifying the type of sound and estimating its temporal boundaries from acoustic signals. These events are uniquely characterized by their spatio-temporal features, which are determined by the way they…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-19 Tanmay Khandelwal , Rohan Kumar Das

Environmental Sound Classification (ESC) is a challenging field of research in non-speech audio processing. Most of current research in ESC focuses on designing deep models with special architectures tailored for specific audio datasets,…

Sound · Computer Science 2021-03-03 Alireza Nasiri , Jianjun Hu

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…

Computation and Language · Computer Science 2019-02-08 Yiming Wang , Xing Fan , I-Fan Chen , Yuzong Liu , Tongfei Chen , Björn Hoffmeister

Building a single universal speech enhancement (SE) system that can handle arbitrary input is a demanded but underexplored research topic. Towards this ultimate goal, one direction is to build a single model that handles diverse audio…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-19 Wangyou Zhang , Jee-weon Jung , Shinji Watanabe , Yanmin Qian

This paper describes a real-time General Speech Reconstruction (Gesper) system submitted to the ICASSP 2023 Speech Signal Improvement (SSI) Challenge. This novel proposed system is a two-stage architecture, in which the speech restoration…

Sound · Computer Science 2023-06-16 Wenzhe Liu , Yupeng Shi , Jun Chen , Wei Rao , Shulin He , Andong Li , Yannan Wang , Zhiyong Wu

It remains a tough challenge to recover the speech signals contaminated by various noises under real acoustic environments. To this end, we propose a novel system for denoising in the complicated applications, which is mainly comprised of…

Sound · Computer Science 2021-03-02 Andong Li , Wenzhe Liu , Xiaoxue Luo , Chengshi Zheng , Xiaodong Li

Audio and speech coding lack unified evaluation and open-source testing. Many candidate systems were evaluated on proprietary, non-reproducible, or small data, and machine learning-based codecs are often tested on datasets with similar…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-04 Jozef Coldenhoff , Niclas Granqvist , Milos Cernak

Automatic speech quality assessment is an important, transversal task whose progress is hampered by the scarcity of human annotations, poor generalization to unseen recording conditions, and a lack of flexibility of existing approaches. In…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-09 Joan Serrà , Jordi Pons , Santiago Pascual

Personalized speech enhancement (PSE) models can improve the audio quality of teleconferencing systems by adapting to the characteristics of a speaker's voice. However, most existing methods require a separate speaker embedding model to…

Sound · Computer Science 2024-06-17 Tanel Pärnamaa , Ando Saabas

The CHiME challenge series aims to advance robust automatic speech recognition (ASR) technology by promoting research at the interface of speech and language processing, signal processing , and machine learning. This paper introduces the…

Sound · Computer Science 2018-03-29 Jon Barker , Shinji Watanabe , Emmanuel Vincent , Jan Trmal

This paper describes the submission to the IWSLT 2021 offline speech translation task by the UPC Machine Translation group. The task consists of building a system capable of translating English audio recordings extracted from TED talks into…

Computation and Language · Computer Science 2021-06-29 Gerard I. Gállego , Ioannis Tsiamas , Carlos Escolano , José A. R. Fonollosa , Marta R. Costa-jussà

This paper introduces briefly the history and growth of the Detection and Classification of Acoustic Scenes and Events (DCASE) challenge, workshop, research area and research community. Created in 2013 as a data evaluation challenge, DCASE…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-08 Annamaria Mesaros , Romain Serizel , Toni Heittola , Tuomas Virtanen , Mark D. Plumbley

This paper describes the Royalflush speaker diarization system submitted to the Multi-channel Multi-party Meeting Transcription Challenge(M2MeT). Our system comprises speech enhancement, overlapped speech detection, speaker embedding…

Sound · Computer Science 2022-02-21 Jingguang Tian , Xinhui Hu , Xinkang Xu

Previous studies have confirmed that by augmenting acoustic features with the place/manner of articulatory features, the speech enhancement (SE) process can be guided to consider the broad phonetic properties of the input speech when…

Sound · Computer Science 2023-06-21 Yen-Ju Lu , Chia-Yu Chang , Cheng Yu , Ching-Feng Liu , Jeih-weih Hung , Shinji Watanabe , Yu Tsao

Automatic speech quality assessment is essential for audio researchers, developers, speech and language pathologists, and system quality engineers. The current state-of-the-art systems are based on framewise speech features (hand-engineered…

Audio and Speech Processing · Electrical Eng. & Systems 2022-11-15 Karl El Hajal , Zihan Wu , Neil Scheidwasser-Clow , Gasser Elbanna , Milos Cernak

Static "human data" faces inherent limitations: it is expensive to scale and bounded by the knowledge of its creators. Continuous learning from "experience data" - interactions between agents and their environments - promises to transcend…

The quality of the speech communication systems, which include noise suppression algorithms, are typically evaluated in laboratory experiments according to the ITU-T Rec. P.835, in which participants rate background noise, speech signal,…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-19 Babak Naderi , Ross Cutler

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…

Sound · Computer Science 2024-12-18 Jinyi Mi , Xiaohan Shi , Ding Ma , Jiajun He , Takuya Fujimura , Tomoki Toda

The Voice Conversion Challenge 2020 is the third edition under its flagship that promotes intra-lingual semiparallel and cross-lingual voice conversion (VC). While the primary evaluation of the challenge submissions was done through…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-09 Rohan Kumar Das , Tomi Kinnunen , Wen-Chin Huang , Zhenhua Ling , Junichi Yamagishi , Yi Zhao , Xiaohai Tian , Tomoki Toda

The voice conversion challenge is a bi-annual scientific event held to compare and understand different voice conversion (VC) systems built on a common dataset. In 2020, we organized the third edition of the challenge and constructed and…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-31 Yi Zhao , Wen-Chin Huang , Xiaohai Tian , Junichi Yamagishi , Rohan Kumar Das , Tomi Kinnunen , Zhenhua Ling , Tomoki Toda
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