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Data cleansing is a well studied strategy for cleaning erroneous labels in datasets, which has not yet been widely adopted in Music Information Retrieval. Previously proposed data cleansing models do not consider structured (e.g. time…

机器学习 · 计算机科学 2021-04-28 Gabriel Meseguer-Brocal , Rachel Bittner , Simon Durand , Brian Brost

Version identification (VI) systems now offer accurate and scalable solutions for detecting different renditions of a musical composition, allowing the use of these systems in industrial applications and throughout the wider music…

声音 · 计算机科学 2021-10-01 Furkan Yesiler , Marius Miron , Joan Serrà , Emilia Gómez

Singing voice generation progresses rapidly, yet evaluating singing quality remains a critical challenge. Human subjective assessment, typically in the form of listening tests, is costly and time consuming, while existing objective metrics…

声音 · 计算机科学 2026-01-28 Yuxun Tang , Lan Liu , Wenhao Feng , Yiwen Zhao , Jionghao Han , Yifeng Yu , Jiatong Shi , Qin Jin

Joint audio-text models are widely used for music retrieval, yet they struggle with semantic phenomena such as negation. Negation is fundamental for distinguishing the absence (or presence) of musical elements (e.g., "with vocals" vs.…

声音 · 计算机科学 2026-01-21 Yannis Vasilakis , Rachel Bittner , Johan Pauwels

The proliferation of highly realistic singing voice deepfakes presents a significant challenge to protecting artist likeness and content authenticity. Automatic singer identification in vocal deepfakes is a promising avenue for artists and…

声音 · 计算机科学 2025-11-19 Davide Salvi , Hendrik Vincent Koops , Elio Quinton

Music plagiarism detection is gaining more and more attention due to the popularity of music production and society's emphasis on intellectual property. We aim to find fine-grained plagiarism in music pairs since conventional methods are…

声音 · 计算机科学 2023-07-04 Wenxuan Liu , Tianyao He , Chen Gong , Ning Zhang , Hua Yang , Junchi Yan

Towards improving the performance in various music information processing tasks, recent studies exploit different modalities able to capture diverse aspects of music. Such modalities include audio recordings, symbolic music scores,…

多媒体 · 计算机科学 2019-02-15 Federico Simonetta , Stavros Ntalampiras , Federico Avanzini

Hit song prediction, one of the emerging fields in music information retrieval (MIR), remains a considerable challenge. Being able to understand what makes a given song a hit is clearly beneficial to the whole music industry. Previous…

信息检索 · 计算机科学 2023-02-01 Mengyisong Zhao , Morgan Harvey , David Cameron , Frank Hopfgartner , Valerie J. Gillet

Sentiment analysis, also called opinion mining, is the field of study that analyzes people's opinions,sentiments, attitudes and emotions. Songs are important to sentiment analysis since the songs and mood are mutually dependent on each…

计算与语言 · 计算机科学 2018-06-12 Gangula Rama Rohit Reddy , Radhika Mamidi

Version identification (VI) has seen substantial progress over the past few years. On the one hand, the introduction of the metric learning paradigm has favored the emergence of scalable yet accurate VI systems. On the other hand, using…

声音 · 计算机科学 2022-10-05 Mathilde Abrassart , Guillaume Doras

Music digitalization has introduced new forms of composition known as "musical borrowings", where composers use elements of existing songs -- such as melodies, lyrics, or beats -- to create new songs. Using Who Sampled data and Google…

社会与信息网络 · 计算机科学 2024-11-05 Guilherme Soares S. dos Santos , Flavio Figueiredo

Music genres allow to categorize musical items that share common characteristics. Although these categories are not mutually exclusive, most related research is traditionally focused on classifying tracks into a single class. Furthermore,…

信息检索 · 计算机科学 2017-07-18 Sergio Oramas , Oriol Nieto , Francesco Barbieri , Xavier Serra

Music is an integral part of human culture, embodying human intelligence and creativity, of which songs compose an essential part. While various aspects of song generation have been explored by previous works, such as singing voice, vocal…

The automatic generation of medleys, i.e., musical pieces formed by different songs concatenated via smooth transitions, is not well studied in the current literature. To facilitate research on this topic, we make available a dataset called…

声音 · 计算机科学 2020-08-26 Lukas Faber , Sandro Luck , Damian Pascual , Andreas Roth , Gino Brunner , Roger Wattenhofer

A DJ mix is a sequence of music tracks concatenated seamlessly, typically rendered for audiences in a live setting by a DJ on stage. As a DJ mix is produced in a studio or the live version is recorded for music streaming services,…

音频与语音处理 · 电气工程与系统科学 2020-08-25 Taejun Kim , Minsuk Choi , Evan Sacks , Yi-Hsuan Yang , Juhan Nam

Code clone detection is involved with detecting duplicated fragments of code within a code base. Detecting these clones is useful for maintenance operations which require editing the clones. The tools developed are expected to be robust…

软件工程 · 计算机科学 2016-05-10 Ogechi Onuoha

A model for hit song prediction can be used in the pop music industry to identify emerging trends and potential artists or songs before they are marketed to the public. While most previous work formulates hit song prediction as a regression…

机器学习 · 统计学 2017-10-31 Lang-Chi Yu , Yi-Hsuan Yang , Yun-Ning Hung , Yi-An Chen

Recent advances in AI-based music generation have focused heavily on text-conditioned models, with less attention given to reference-based generation such as song adaptation. To support this line of research, we introduce LargeSHS, a…

声音 · 计算机科学 2025-11-25 Chih-Pin Tan , Hsuan-Kai Kao , Li Su , Yi-Hsuan Yang

In the realm of music information retrieval, similarity-based retrieval and auto-tagging serve as essential components. Given the limitations and non-scalability of human supervision signals, it becomes crucial for models to learn from…

We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challenging task. We demonstrate that subjective differences in…

人机交互 · 计算机科学 2022-08-16 Gulshan Sharma , Pankaj Pandey , Ramanathan Subramanian , Krishna. P. Miyapuram , Abhinav Dhall