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Choral music separation refers to the task of extracting tracks of voice parts (e.g., soprano, alto, tenor, and bass) from mixed audio. The lack of datasets has impeded research on this topic as previous work has only been able to train and…

Automatic singing evaluation independent of reference melody is a challenging task due to its subjective and multi-dimensional nature. As an essential attribute of singing voices, vocal timbre has a non-negligible effect and influence on…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-17 Xiaoheng Sun , Yuejie Gao , Hanyao Lin , Huaping Liu

While piano music has become a significant area of study in Music Information Retrieval (MIR), there is a notable lack of datasets for piano solo music with text labels. To address this gap, we present PIAST (PIano dataset with Audio,…

Sound · Computer Science 2024-11-08 Hayeon Bang , Eunjin Choi , Megan Finch , Seungheon Doh , Seolhee Lee , Gyeong-Hoon Lee , Juhan Nam

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

Computation and Language · Computer Science 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

Automatic transcription of acoustic guitar fingerpicking performances remains a challenging task due to the scarcity of labeled training data and legal constraints connected with musical recordings. This work investigates a procedural data…

Sound · Computer Science 2025-08-12 Sebastian Murgul , Michael Heizmann

High-quality datasets for learning-based modelling of polyphonic symbolic music remain less readily-accessible at scale than in other domains, such as language modelling or image classification. Deep learning algorithms show great potential…

Sound · Computer Science 2022-04-04 Omar Peracha

Active automata learning infers automaton models of systems from behavioral observations, a technique successfully applied to a wide range of domains. Compositional approaches have recently emerged to address scalability to concurrent…

Machine Learning · Computer Science 2026-04-02 Leo Henry , Thomas Neele , Mohammad Reza Mousavi , Matteo Sammartino

Current computational-emotion research has focused on applying acoustic properties to analyze how emotions are perceived mathematically or used in natural language processing machine learning models. While recent interest has focused on…

Sound · Computer Science 2021-07-06 Daniel Szelogowski

In the recent years, singing voice separation systems showed increased performance due to the use of supervised training. The design of training datasets is known as a crucial factor in the performance of such systems. We investigate on how…

Sound · Computer Science 2019-06-07 Laure Prétet , Romain Hennequin , Jimena Royo-Letelier , Andrea Vaglio

Generating emotionally appropriate responses in conversations with large language models presents a significant challenge due to the complexities of human emotions and cognitive processes, which remain largely underexplored in their…

Computation and Language · Computer Science 2024-10-21 June M. Liu , He Cao , Renliang Sun , Rui Wang , Yu Li , Jiaxing Zhang

The scarcity of high-quality and multi-task singing datasets significantly hinders the development of diverse controllable and personalized singing tasks, as existing singing datasets suffer from low quality, limited diversity of languages…

Aesthetics serve as an implicit and important criterion in song generation tasks that reflect human perception beyond objective metrics. However, evaluating the aesthetics of generated songs remains a fundamental challenge, as the…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-19 Jixun Yao , Guobin Ma , Huixin Xue , Huakang Chen , Chunbo Hao , Yuepeng Jiang , Haohe Liu , Ruibin Yuan , Jin Xu , Wei Xue , Hao Liu , Lei Xie

This paper introduces Opencpop, a publicly available high-quality Mandarin singing corpus designed for singing voice synthesis (SVS). The corpus consists of 100 popular Mandarin songs performed by a female professional singer. Audio files…

Sound · Computer Science 2022-01-21 Yu Wang , Xinsheng Wang , Pengcheng Zhu , Jie Wu , Hanzhao Li , Heyang Xue , Yongmao Zhang , Lei Xie , Mengxiao Bi

Cant is important for understanding advertising, comedies and dog-whistle politics. However, computational research on cant is hindered by a lack of available datasets. In this paper, we propose a large and diverse Chinese dataset for…

Computation and Language · Computer Science 2021-06-09 Canwen Xu , Wangchunshu Zhou , Tao Ge , Ke Xu , Julian McAuley , Furu Wei

Elderly speech poses unique challenges for automatic processing due to age-related changes such as slower articulation and vocal tremors. Existing Chinese datasets are mostly recorded in controlled environments, limiting their diversity and…

Sound · Computer Science 2025-10-13 Hui Wang , Jiaming Zhou , Jiabei He , Haoqin Sun , Yong Qin

Despite growing interest in Quranic data research, existing Quran datasets remain limited in both scale and diversity. To address this gap, we present Tadabur, a large-scale Quran audio dataset. Tadabur comprises more than 1400+ hours of…

Sound · Computer Science 2026-04-22 Faisal Alherran

Sentiment analysis is a continuously explored area of text processing that deals with the computational analysis of opinions, sentiments, and subjectivity of text. However, this idea is not limited to text and speech, in fact, it could be…

Sound · Computer Science 2024-03-27 Etash Jhanji

Commercial adoption of automatic music composition requires the capability of generating diverse and high-quality music suitable for the desired context (e.g., music for romantic movies, action games, restaurants, etc.). In this paper, we…

Sound · Computer Science 2022-11-18 Lee Hyun , Taehyun Kim , Hyolim Kang , Minjoo Ki , Hyeonchan Hwang , Kwanho Park , Sharang Han , Seon Joo Kim

Fake audio detection is a growing concern and some relevant datasets have been designed for research. However, there is no standard public Chinese dataset under complex conditions.In this paper, we aim to fill in the gap and design a…

Sound · Computer Science 2023-07-19 Haoxin Ma , Jiangyan Yi , Chenglong Wang , Xinrui Yan , Jianhua Tao , Tao Wang , Shiming Wang , Ruibo Fu

In recent years, the automatic generation of classical Chinese poetry has made great progress. Besides focusing on improving the quality of the generated poetry, there is a new topic about generating poetry from an image. However, the…

Computation and Language · Computer Science 2020-03-25 Yusen Liu , Dayiheng Liu , Jiancheng Lv , Yongsheng Sang