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This study focuses on the perception of music performances when contextual factors, such as room acoustics and instrument, change. We propose to distinguish the concept of "performance" from the one of "interpretation", which expresses the…

声音 · 计算机科学 2022-03-08 Federico Simonetta , Federico Avanzini , Stavros Ntalampiras

Automatic music transcription (AMT), aiming to convert musical signals into musical notation, is one of the important tasks in music information retrieval. Recently, previous works have applied high-resolution labels, i.e., the continuous…

声音 · 计算机科学 2024-10-01 Jinyi Mi , Sehun Kim , Tomoki Toda

Most recent research about automatic music transcription (AMT) uses convolutional neural networks and recurrent neural networks to model the mapping from music signals to symbolic notation. Based on a high-resolution piano transcription…

音频与语音处理 · 电气工程与系统科学 2022-04-11 Longshen Ou , Ziyi Guo , Emmanouil Benetos , Jiqing Han , Ye Wang

Automatic music transcription (AMT) has achieved remarkable progress for instruments such as the piano, largely due to the availability of large-scale, high-quality datasets. In contrast, violin AMT remains underexplored due to limited…

声音 · 计算机科学 2025-08-21 Yueh-Po Peng , Ting-Kang Wang , Li Su , Vincent K. M. Cheung

Automatic music transcription (AMT) has achieved high accuracy for piano due to the availability of large, high-quality datasets such as MAESTRO and MAPS, but comparable datasets are not yet available for other instruments. In recent work,…

音频与语音处理 · 电气工程与系统科学 2024-02-26 Xavier Riley , Drew Edwards , Simon Dixon

We propose a framework for audio-to-score alignment on piano performance that employs automatic music transcription (AMT) using neural networks. Even though the AMT result may contain some errors, the note prediction output can be regarded…

声音 · 计算机科学 2017-11-15 Taegyun Kwon , Dasaem Jeong , Juhan Nam

Automatic music transcription (AMT) is one of the most challenging tasks in the music information retrieval domain. It is the process of converting an audio recording of music into a symbolic representation containing information about the…

声音 · 计算机科学 2023-05-02 Michał Leś , Michał Woźniak

Automatic music transcription (AMT) is the task of transcribing audio recordings into symbolic representations. Recently, neural network-based methods have been applied to AMT, and have achieved state-of-the-art results. However, many…

声音 · 计算机科学 2021-08-03 Qiuqiang Kong , Bochen Li , Xuchen Song , Yuan Wan , Yuxuan Wang

Automatic Music Transcription (AMT) has been recognized as a key enabling technology with a wide range of applications. Given the task's complexity, best results have typically been reported for systems focusing on specific settings, e.g.…

Automatic Music Transcription (AMT), inferring musical notes from raw audio, is a challenging task at the core of music understanding. Unlike Automatic Speech Recognition (ASR), which typically focuses on the words of a single speaker, AMT…

声音 · 计算机科学 2022-03-16 Josh Gardner , Ian Simon , Ethan Manilow , Curtis Hawthorne , Jesse Engel

Automatic Music Transcription (AMT) is a vital technology in the field of music information processing. Despite recent enhancements in performance due to machine learning techniques, current methods typically attain high accuracy in domains…

声音 · 计算机科学 2024-07-04 Gakusei Sato , Taketo Akama

Given a musical audio recording, the goal of automatic music transcription is to determine a score-like representation of the piece underlying the recording. Despite significant interest within the research community, several studies have…

声音 · 计算机科学 2016-09-05 Sebastian Ewert , Mark Sandler

Automatic music transcription (AMT) is the problem of analyzing an audio recording of a musical piece and detecting notes that are being played. AMT is a challenging problem, particularly when it comes to polyphonic music. The goal of AMT…

声音 · 计算机科学 2025-05-08 Yohannis Telila , Tommaso Cucinotta , Davide Bacciu

MIDI velocity is crucial for capturing expressive dynamics in human performances. In practical scenarios, a music score with inaccurate velocities may be available alongside the performance audio (e.g., music education and free online…

音频与语音处理 · 电气工程与系统科学 2026-03-03 Zhanhong He , Roberto Togneri , David Huang

Algorithms for automatic piano transcription have improved dramatically in recent years due to new datasets and modeling techniques. Recent developments have focused primarily on adapting new neural network architectures, such as the…

声音 · 计算机科学 2024-02-05 Drew Edwards , Simon Dixon , Emmanouil Benetos , Akira Maezawa , Yuta Kusaka

Automatic Music Transcription (AMT), aiming to get musical notes from raw audio, typically uses frame-level systems with piano-roll outputs or language model (LM)-based systems with note-level predictions. However, frame-level systems…

声音 · 计算机科学 2025-01-08 Dichucheng Li , Yongyi Zang , Qiuqiang Kong

In the domain of Music Information Retrieval (MIR), Automatic Music Transcription (AMT) emerges as a central challenge, aiming to convert audio signals into symbolic notations like musical notes or sheet music. This systematic review…

声音 · 计算机科学 2024-06-24 Fatemeh Jamshidi , Gary Pike , Amit Das , Richard Chapman

Automatic Music Transcription (AMT) -- the task of converting music audio into note representations -- has seen rapid progress, driven largely by deep learning systems. Due to the limited availability of richly annotated music datasets,…

声音 · 计算机科学 2026-01-27 Lukáš Samuel Marták , Patricia Hu , Gerhard Widmer

There have been several studies on automatically generating piano covers, and recent advancements in deep learning have enabled the creation of more sophisticated covers. However, existing automatic piano cover models still have room for…

声音 · 计算机科学 2024-09-24 Kazuma Komiya , Yoshihisa Fukuhara

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
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