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Schema matching -- the task of finding matches between attributes across disparate data sources with different tables and hierarchies -- is critical for creating interoperable machine learning (ML)-ready data. Addressing this fundamental…

机器学习 · 计算机科学 2024-11-01 Nabeel Seedat , Mihaela van der Schaar

This paper presents the specifications of match: a file format that extends a MIDI human performance with note-, beat-, and downbeat-level alignments to a corresponding musical score. This enables advanced analyses of the performance that…

This paper discusses real-time alignment of audio signals of music performance to the corresponding score (a.k.a. score following) which can handle tempo changes, errors and arbitrary repeats and/or skips (repeats/skips) in performances.…

声音 · 计算机科学 2022-12-05 Tomohiko Nakamura , Eita Nakamura , Shigeki Sagayama

Audio-to-score alignment is a long-standing challenge in music information retrieval and arguably the most widely applicable alignment task for music research. Alignment algorithms match two versions of a piece of music, and for this to…

声音 · 计算机科学 2026-05-20 Silvan Peter , Patricia Hu , Gerhard Widmer

This paper addresses the problem of sheet-image-based on-line audio-to-score alignment also known as score following. Drawing inspiration from object detection, a conditional neural network architecture is proposed that directly predicts…

声音 · 计算机科学 2021-05-11 Florian Henkel , Gerhard Widmer

We introduce a dataset for facilitating audio-visual analysis of music performances. The dataset comprises 44 simple multi-instrument classical music pieces assembled from coordinated but separately recorded performances of individual…

多媒体 · 计算机科学 2018-08-09 Bochen Li , Xinzhao Liu , Karthik Dinesh , Zhiyao Duan , Gaurav Sharma

Real-time tracking of the position of a musical performance on a musical score, i.e. score following, can be useful in music practice, performance and production. Example applications of such technology include computer-aided accompaniment…

声音 · 计算机科学 2022-05-09 Lin Hao Lee

Audio-to-lyrics alignment has become an increasingly active research task in MIR, supported by the emergence of several open-source datasets of audio recordings with word-level lyrics annotations. However, there are still a number of open…

音频与语音处理 · 电气工程与系统科学 2021-08-02 Charles Brazier , Gerhard Widmer

Automatic piano transcription models are typically evaluated using simple frame- or note-wise information retrieval (IR) metrics. Such benchmark metrics do not provide insights into the transcription quality of specific musical aspects such…

声音 · 计算机科学 2024-10-10 Patricia Hu , Lukáš Samuel Marták , Carlos Cancino-Chacón , Gerhard Widmer

Generating high-quality piano audio from video requires precise synchronization between visual cues and musical output, ensuring accurate semantic and temporal alignment.However, existing evaluation datasets do not fully capture the…

声音 · 计算机科学 2025-05-27 Chang Liu , Haomin Zhang , Shiyu Xia , Zihao Chen , Chaofan Ding , Xin Yue , Huizhe Chen , Xinhan Di

Recent advances in audio-text large language models (LLMs) have opened new possibilities for music understanding and generation. However, existing benchmarks are limited in scope, often relying on simplified tasks or multi-choice…

音频与语音处理 · 电气工程与系统科学 2025-07-01 Yinghao Ma , Siyou Li , Juntao Yu , Emmanouil Benetos , Akira Maezawa

Music can be represented in multiple forms, such as in the audio form as a recording of a performance, in the symbolic form as a computer readable score, or in the image form as a scan of the sheet music. Music synchronisation provides a…

声音 · 计算机科学 2022-06-02 Ruchit Agrawal

Quantitative analysis of commonalities and differences between recorded music performances is an increasingly common task in computational musicology. A typical scenario involves manual annotation of different recordings of the same piece…

多媒体 · 计算机科学 2020-09-28 Thassilo Gadermaier , Gerhard Widmer

Natural language information needs over symbolic music scores rarely reduce to a single step lookup. Many queries require compositional Music Information Retrieval (MIR) that extracts multiple pieces of evidence from structured notation and…

机器学习 · 计算机科学 2026-03-02 Boyang Wang , Yash Vishe , Xin Xu , Zachary Novack , Xunyi Jiang , Julian McAuley , Junda Wu

In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited…

声音 · 计算机科学 2024-08-02 Andrea Poltronieri , Valentina Presutti , Martín Rocamora

Understanding complete musical scores entails integrated reasoning over pitch, rhythm, harmony, and large-scale structure, yet the ability of Large Language Models and Vision--Language Models to interpret full musical notation remains…

As a result of continuous advances in Music Information Retrieval (MIR) technology, generating and distributing music has become more diverse and accessible. In this context, interest in music intellectual property protection is increasing…

人工智能 · 计算机科学 2026-02-03 Seonghyeon Go

Musical score following is the real-time mapping of a performance to corresponding locations in a musical score. Score following can be used in a variety of applications including automatic page turning and real-time accompaniment. This…

音频与语音处理 · 电气工程与系统科学 2025-02-18 Josephine Cowley

Real-time computer-based accompaniment for human musical performances entails three critical tasks: identifying what the performer is playing, locating their position within the score, and synchronously playing the accompanying parts. Among…

声音 · 计算机科学 2025-03-11 Ashwin Pillay

Recently, the problem of music plagiarism has emerged as an even more pressing social issue. As music information retrieval research advances, there is a growing effort to address issues related to music plagiarism. However, many studies,…

声音 · 计算机科学 2026-02-03 Seonghyeon Go , Yumin Kim
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