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Music similarity is an essential aspect of music retrieval, recommendation systems, and music analysis. Moreover, similarity is of vital interest for music experts, as it allows studying analogies and influences among composers and…

Sound · Computer Science 2023-06-22 Andrea Poltronieri

Music prediction tasks range from predicting tags given a song or clip of audio, predicting the name of the artist, or predicting related songs given a song, clip, artist name or tag. That is, we are interested in every semantic…

Machine Learning · Computer Science 2015-03-19 Jason Weston , Samy Bengio , Philippe Hamel

Music similarity search is useful for a variety of creative tasks such as replacing one music recording with another recording with a similar "feel", a common task in video editing. For this task, it is typically necessary to define a…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-14 Jongpil Lee , Nicholas J. Bryan , Justin Salamon , Zeyu Jin , Juhan Nam

The criteria for measuring music similarity are important for developing a flexible music recommendation system. Some data-driven methods have been proposed to calculate music similarity from only music signals, such as metric learning…

Sound · Computer Science 2022-11-16 Yuka Hashizume , Li Li , Tomoki Toda

There is a wide variety of music similarity detection algorithms, while discussions about music plagiarism in the real world are often based on audience perceptions. Therefore, we aim to conduct a study to examine the key criteria of human…

Sound · Computer Science 2026-01-07 Daeun Hwang , Hyeonbin Hwang

In musical compositions that include vocals, lyrics significantly contribute to artistic expression. Consequently, previous studies have introduced the concept of a recommendation system that suggests lyrics similar to a user's favorites or…

Computation and Language · Computer Science 2024-08-28 Haven Kim , Taketo Akama

The development of models for learning music similarity and feature extraction from audio media files is an increasingly important task for the entertainment industry. This work proposes a novel music classification model based on metric…

Sound · Computer Science 2019-09-19 Angelo C. Mendes da Silva , Mauricio A. Nunes , Raul Fonseca Neto

To achieve a flexible recommendation and retrieval system, it is desirable to calculate music similarity by focusing on multiple partial elements of musical pieces and allowing the users to select the element they want to focus on. A…

Sound · Computer Science 2024-04-11 Yuka Hashizume , Li Li , Atsushi Miyashita , Tomoki Toda

AI-generated music may inadvertently replicate samples from the training data, raising concerns of plagiarism. Similarity measures can quantify such replication, thereby offering supervision and guidance for music generation models.…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-18 Shulei Ji , Zihao Wang , Le Ma , Jiaxing Yu , Kejun Zhang

The importance of repetitions in music is well-known. In this paper, we study music repetitions in the context of effective and efficient automatic genre classification in large-scale music-databases. We aim at enhancing the access and…

Information Retrieval · Computer Science 2019-10-22 Andres Ferraro , Kjell Lemström

Quantification of stylistic differences between musical artists is of academic interest to the music community, and is also useful for other applications such as music information retrieval and recommendation systems. Information about…

Applications · Statistics 2020-12-23 Anna K. Yanchenko , Peter D. Hoff

We propose MelodySim, a melody-aware music similarity model and dataset for plagiarism detection. First, we introduce a novel method to construct a dataset focused on melodic similarity. By augmenting Slakh2100, an existing MIDI dataset, we…

Sound · Computer Science 2025-11-20 Tongyu Lu , Charlotta-Marlena Geist , Jan Melechovsky , Abhinaba Roy , Dorien Herremans

We propose string compressibility as a descriptor of temporal structure in audio, for the purpose of determining musical similarity. Our descriptors are based on computing track-wise compression rates of quantised audio features, using…

Information Retrieval · Computer Science 2014-09-30 Peter Foster , Matthias Mauch , Simon Dixon

Music is one of the basic human needs for recreation and entertainment. As song files are digitalized now a days, and digital libraries are expanding continuously, which makes it difficult to recall a song. Thus need of a new classification…

Information Retrieval · Computer Science 2012-06-13 Puneet Singh , Ashutosh Kapoor , Vishal Kaushik , Hima Bindu Maringanti

In the past few years, the number of fine-art collections that are digitized and publicly available has been growing rapidly. With the availability of such large collections of digitized artworks comes the need to develop multimedia systems…

Computer Vision and Pattern Recognition · Computer Science 2015-05-06 Babak Saleh , Ahmed Elgammal

A flexible recommendation and retrieval system requires music similarity in terms of multiple partial elements of musical pieces to allow users to select the element they want to focus on. A method for music similarity learning using…

Sound · Computer Science 2025-07-18 Yuka Hashizume , Li Li , Atsushi Miyashita , Tomoki Toda

Recent advancements in music generation are raising multiple concerns about the implications of AI in creative music processes, current business models and impacts related to intellectual property management. A relevant discussion and…

Sound · Computer Science 2025-07-07 Roser Batlle-Roca , Wei-Hsiang Liao , Xavier Serra , Yuki Mitsufuji , Emilia Gómez

We introduce a novel and interpretable path-based music similarity measure. Our similarity measure assumes that items, such as songs and artists, and information about those items are represented in a knowledge graph. We find paths in the…

Information Retrieval · Computer Science 2021-08-05 Giovanni Gabbolini , Derek Bridge

Music classification is a task to classify a music piece into labels such as genres or composers. We propose large-scale MIDI based composer classification systems using GiantMIDI-Piano, a transcription-based dataset. We propose to use…

Sound · Computer Science 2020-10-29 Qiuqiang Kong , Keunwoo Choi , Yuxuan Wang

Many tasks in music information retrieval, such as recommendation, and playlist generation for online radio, fall naturally into the query-by-example setting, wherein a user queries the system by providing a song, and the system responds…

Multimedia · Computer Science 2011-05-13 Brian McFee , Luke Barrington , Gert Lanckriet
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