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The existing audio datasets are predominantly tailored towards single languages, overlooking the complex linguistic behaviors of multilingual communities that engage in code-switching. This practice, where individuals frequently mix two or…

声音 · 计算机科学 2025-03-04 Peng Xie , Kani Chen

In ornithology, bird species are known to have variedit's widely acknowledged that bird species display diverse dialects in their calls across different regions. Consequently, computational methods to identify bird species onsolely through…

音频与语音处理 · 电气工程与系统科学 2024-06-14 Xin Jing , Luyang Zhang , Jiangjian Xie , Alexander Gebhard , Alice Baird , Bjoern Schuller

Singing voice synthesis (SVS) is the computer production of a human-like singing voice from given musical scores. To accomplish end-to-end SVS effectively and efficiently, this work adopts the acoustic model-neural vocoder architecture…

音频与语音处理 · 电气工程与系统科学 2022-09-22 Yin-Ping Cho , Yu Tsao , Hsin-Min Wang , Yi-Wen Liu

We propose a dataset, AVASpeech-SMAD, to assist speech and music activity detection research. With frame-level music labels, the proposed dataset extends the existing AVASpeech dataset, which originally consists of 45 hours of audio and…

音频与语音处理 · 电气工程与系统科学 2021-11-03 Yun-Ning Hung , Karn N. Watcharasupat , Chih-Wei Wu , Iroro Orife , Kelian Li , Pavan Seshadri , Junyoung Lee

In short video and live broadcasts, speech, singing voice, and background music often overlap and obscure each other. This complexity creates difficulties in structuring and recognizing the audio content, which may impair subsequent ASR and…

声音 · 计算机科学 2024-04-18 Ye Bai , Chenxing Li , Hao Li , Yuanyuan Zhao , Xiaorui Wang

The Complete Vocal Technique (CVT) is a school of singing developed in the past decades by Cathrin Sadolin et al.. CVT groups the use of the voice into so called vocal modes, namely Neutral, Curbing, Overdrive and Edge. Knowledge of the…

声音 · 计算机科学 2026-04-30 Reemt Hinrichs , Sonja Stephan , Alexander Lange , Jörn Ostermann

Code-switching, the alternation between two or more languages within communication, poses great challenges for Automatic Speech Recognition (ASR) systems. Existing models and datasets are limited in their ability to effectively handle these…

声音 · 计算机科学 2025-11-14 Yupei Li , Zifan Wei , Heng Yu , Jiahao Xue , Huichi Zhou , Björn W. Schuller

Spoken languages show significant variation across mandarin and accent. Despite the high performance of mandarin automatic speech recognition (ASR), accent ASR is still a challenge task. In this paper, we introduce meta-learning techniques…

声音 · 计算机科学 2023-07-25 Ziwei Zhu , Changhao Shan , Bihong Zhang , Jian Yu

Rapid advances in singing voice synthesis have increased unauthorized imitation risks, creating an urgent need for better Singing Voice Deepfake (SingFake) Detection, also known as SVDD. Unlike speech, singing contains complex pitch, wide…

声音 · 计算机科学 2026-04-07 Xuanjun Chen , Chia-Yu Hu , Sung-Feng Huang , Haibin Wu , Hung-yi Lee , Jyh-Shing Roger Jang

Audio generation systems now create very realistic soundscapes that can enhance media production, but also pose potential risks. Several studies have examined deepfakes in speech or singing voice. However, environmental sounds have…

声音 · 计算机科学 2025-09-30 Han Yin , Yang Xiao , Rohan Kumar Das , Jisheng Bai , Haohe Liu , Wenwu Wang , Mark D Plumbley

Large-scale training corpora have significantly improved the performance of ASR models. Unfortunately, due to the relative scarcity of data, Chinese accents and dialects remain a challenge for most ASR models. Recent advancements in…

计算与语言 · 计算机科学 2025-06-17 Tianyi Xu , Hongjie Chen , Wang Qing , Lv Hang , Jian Kang , Li Jie , Zhennan Lin , Yongxiang Li , Xie Lei

Singing, as a common facial movement second only to talking, can be regarded as a universal language across ethnicities and cultures, plays an important role in emotional communication, art, and entertainment. However, it is often…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Sijing Wu , Yunhao Li , Weitian Zhang , Jun Jia , Yucheng Zhu , Yichao Yan , Guangtao Zhai , Xiaokang Yang

The deepfake generation of singing vocals is a concerning issue for artists in the music industry. In this work, we propose a singing voice deepfake detection (SVDD) system, which uses noise-variant encodings of open-AI's Whisper model. As…

声音 · 计算机科学 2025-02-03 Falguni Sharma , Priyanka Gupta

A recent trend in speech processing is the use of embeddings created through machine learning models trained on a specific task with large datasets. By leveraging the knowledge already acquired, these models can be reused in new tasks where…

声音 · 计算机科学 2023-06-27 Andrés Carofilis , Laura Fernández-Robles , Enrique Alegre , Eduardo Fidalgo

Singing voice detection (SVD), to recognize vocal parts in the song, is an essential task in music information retrieval (MIR). The task remains challenging since singing voice varies and intertwines with the accompaniment music, especially…

音频与语音处理 · 电气工程与系统科学 2022-05-09 Yifu Sun , Xulong Zhang , Yi Yu , Xi Chen , Wei Li

Generative spoken language models produce speech in a wide range of voices, prosody, and recording conditions, seemingly approaching the diversity of natural speech. However, the extent to which generated speech is acoustically diverse…

音频与语音处理 · 电气工程与系统科学 2025-03-12 Matthieu Futeral , Andrea Agostinelli , Marco Tagliasacchi , Neil Zeghidour , Eugene Kharitonov

Musical dynamics form a core part of expressive singing voice performances. However, automatic analysis of musical dynamics for singing voice has received limited attention partly due to the scarcity of suitable datasets and a lack of clear…

声音 · 计算机科学 2024-10-29 Jyoti Narang , Nazif Can Tamer , Viviana De La Vega , Xavier Serra

Voice activity detection is an essential pre-processing component for speech-related tasks such as automatic speech recognition (ASR). Traditional supervised VAD systems obtain frame-level labels from an ASR pipeline by using, e.g., a…

声音 · 计算机科学 2021-05-11 Heinrich Dinkel , Shuai Wang , Xuenan Xu , Mengyue Wu , Kai Yu

A text-independent speaker recognition system relies on successfully encoding speech factors such as vocal pitch, intensity, and timbre to achieve good performance. A majority of such systems are trained and evaluated using spoken voice or…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Anurag Chowdhury , Austin Cozzo , Arun Ross

Speech Activity Detection (SAD) systems often misclassify singing as speech, leading to degraded performance in applications such as dialogue enhancement and automatic speech recognition. We introduce Singing-Robust Speech Activity…

音频与语音处理 · 电气工程与系统科学 2025-12-11 Philipp Grundhuber , Mhd Modar Halimeh , Martin Strauß , Emanuël A. P. Habets