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Custom voice is to construct a personal speech synthesis system by adapting the source speech synthesis model to the target model through the target few recordings. The solution to constructing a custom voice is to combine an adaptive…

Sound · Computer Science 2023-01-06 Xin Yuan , Yongbing Feng , Mingming Ye , Cheng Tuo , Minghang Zhang

As extended reality (XR) is redefining how users interact with computing devices, research in human action recognition is gaining prominence. Typically, models deployed on immersive computing devices are static and limited to their default…

Computer Vision and Pattern Recognition · Computer Science 2025-04-28 Prachi Garg , Joseph K J , Vineeth N Balasubramanian , Necati Cihan Camgoz , Chengde Wan , Kenrick Kin , Weiguang Si , Shugao Ma , Fernando De La Torre

This paper introduces a new paradigm for sound source lo-calization referred to as virtual acoustic space traveling (VAST) and presents a first dataset designed for this purpose. Existing sound source localization methods are either based…

Sound · Computer Science 2016-12-20 Clément Gaultier , Saurabh Kataria , Antoine Deleforge

Advances in deep learning have resulted in state-of-the-art performance for many audio classification tasks but, unlike humans, these systems traditionally require large amounts of data to make accurate predictions. Not every person or…

Audio and Speech Processing · Electrical Eng. & Systems 2020-12-04 Piper Wolters , Chris Careaga , Brian Hutchinson , Lauren Phillips

Automatic drum transcription is a critical tool in Music Information Retrieval for extracting and analyzing the rhythm of a music track, but it is limited by the size of the datasets available for training. A popular method used to increase…

Sound · Computer Science 2024-07-30 Mickaël Zehren , Marco Alunno , Paolo Bientinesi

Constructing an embedding space for musical instrument sounds that can meaningfully represent new and unseen instruments is important for downstream music generation tasks such as multi-instrument synthesis and timbre transfer. The…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-28 Xuan Shi , Erica Cooper , Junichi Yamagishi

It is known that deep neural networks are vulnerable to adversarial attacks. Although Automatic Speaker Verification (ASV) built on top of deep neural networks exhibits robust performance in controlled scenarios, many studies confirm that…

Sound · Computer Science 2024-01-17 Li Wang , Jiaqi Li , Yuhao Luo , Jiahao Zheng , Lei Wang , Hao Li , Ke Xu , Chengfang Fang , Jie Shi , Zhizheng Wu

A key research area in deepfake speech detection is source tracing - determining the origin of synthesised utterances. The approaches may involve identifying the acoustic model (AM), vocoder model (VM), or other generation-specific…

Imitating musical instruments with the human voice is an efficient way of communicating ideas between music producers, from sketching melody lines to clarifying desired sonorities. For this reason, there is an increasing interest in…

Sound · Computer Science 2022-04-12 Alejandro Delgado , Charalampos Saitis , Emmanouil Benetos , Mark Sandler

Visual voice activity detection (V-VAD) uses visual features to predict whether a person is speaking or not. V-VAD is useful whenever audio VAD (A-VAD) is inefficient either because the acoustic signal is difficult to analyze or because it…

Computer Vision and Pattern Recognition · Computer Science 2020-10-19 Sylvain Guy , Stéphane Lathuilière , Pablo Mesejo , Radu Horaud

Modeling voice identity is challenging due to its multifaceted nature. In generative speech systems, identity is often assessed using automatic speaker verification (ASV) embeddings, designed for discrimination rather than characterizing…

We present a method for automatically producing human-like vocal imitations of sounds: the equivalent of "sketching," but for auditory rather than visual representation. Starting with a simulated model of the human vocal tract, we first try…

Graphics · Computer Science 2024-09-23 Matthew Caren , Kartik Chandra , Joshua B. Tenenbaum , Jonathan Ragan-Kelley , Karima Ma

Approximately 1.2% of the world's population has impaired voice production. As a result, automatic dysphonic voice detection has attracted considerable academic and clinical interest. However, existing methods for automated voice assessment…

Sound · Computer Science 2023-01-27 Jianwei Zhang , Julie Liss , Suren Jayasuriya , Visar Berisha

Speech activity detection (or endpointing) is an important processing step for applications such as speech recognition, language identification and speaker diarization. Both audio- and vision-based approaches have been used for this task in…

We explore models for translating abstract musical ideas (scores, rhythms) into expressive performances using Seq2Seq and recurrent Variational Information Bottleneck (VIB) models. Though Seq2Seq models usually require painstakingly aligned…

Sound · Computer Science 2019-07-29 Jon Gillick , Adam Roberts , Jesse Engel , Douglas Eck , David Bamman

Understanding human affect can be used in robotics, marketing, education, human-computer interaction, healthcare, entertainment, autonomous driving, and psychology to enhance decision-making, personalize experiences, and improve emotional…

Human-Computer Interaction · Computer Science 2025-10-02 Helen Schneider , Svetlana Pavlitska , Helen Gremmelmaier , J. Marius Zöllner

Singing voice beat and downbeat tracking posses several applications in automatic music production, analysis and manipulation. Among them, some require real-time processing, such as live performance processing and auto-accompaniment for…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-06 Mojtaba Heydari , Ju-Chiang Wang , Zhiyao Duan

This work was developed aiming to employ Statistical techniques to the field of Music Emotion Recognition, a well-recognized area within the Signal Processing world, but hardly explored from the statistical point of view. Here, we opened…

Machine Learning · Statistics 2021-07-13 Nathalie Deziderio , Hugo Tremonte de Carvalho

Robots are becoming everyday devices, increasing their interaction with humans. To make human-machine interaction more natural, cognitive features like Visual Voice Activity Detection (VVAD), which can detect whether a person is speaking or…

Computer Vision and Pattern Recognition · Computer Science 2024-01-03 Adrian Lubitz , Matias Valdenegro-Toro , Frank Kirchner

In high-noise environments such as factories, subways, and busy streets, capturing clear speech is challenging. Throat microphones can offer a solution because of their inherent noise-suppression capabilities; however, the passage of sound…

Sound · Computer Science 2026-04-23 Yunsik Kim , Yonghun Song , Yoonyoung Chung