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Estimating the performance difficulty of a musical score is crucial in music education for adequately designing the learning curriculum of the students. Although the Music Information Retrieval community has recently shown interest in this…

声音 · 计算机科学 2023-09-29 Pedro Ramoneda , Jose J. Valero-Mas , Dasaem Jeong , Xavier Serra

Music scores are written representations of music and contain rich information about musical components. The visual information on music scores includes notes, rests, staff lines, clefs, dynamics, and articulations. This visual information…

多媒体 · 计算机科学 2024-06-18 Yuheng Lin , Zheqi Dai , Qiuqiang Kong

MIDI-sheet music alignment is the task of finding correspondences between a MIDI representation of a piece and its corresponding sheet music images. Rather than using optical music recognition to bridge the gap between sheet music and MIDI,…

多媒体 · 计算机科学 2020-04-23 Thitaree Tanprasert , Teerapat Jenrungrot , Meinard Mueller , T. J. Tsai

This paper studies composer style classification of piano sheet music images. Previous approaches to the composer classification task have been limited by a scarcity of data. We address this issue in two ways: (1) we recast the problem to…

计算机视觉与模式识别 · 计算机科学 2020-07-30 TJ Tsai , Kevin Ji

VisionScores presents a novel proposal being the first system-segmented image score dataset, aiming to offer structure-rich, high information-density images for machine and deep learning tasks. Delimited to two-handed piano pieces, it was…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Alejandro Romero Amezcua , Mariano José Juan Rivera Meraz

This paper investigates the problem of matching a MIDI file against a large database of piano sheet music images. Previous sheet-audio and sheet-MIDI alignment approaches have primarily focused on a 1-to-1 alignment task, which is not a…

音频与语音处理 · 电气工程与系统科学 2020-04-23 TJ Tsai

This article investigates a cross-modal retrieval problem in which a user would like to retrieve a passage of music from a MIDI file by taking a cell phone picture of several lines of sheet music. This problem is challenging for two…

多媒体 · 计算机科学 2020-04-27 TJ Tsai , Daniel Yang , Mengyi Shan , Thitaree Tanprasert , Teerapat Jenrungrot

Symbolic music datasets are important for music information retrieval and musical analysis. However, there is a lack of large-scale symbolic datasets for classical piano music. In this article, we create a GiantMIDI-Piano (GP) dataset…

信息检索 · 计算机科学 2022-04-22 Qiuqiang Kong , Bochen Li , Jitong Chen , Yuxuan Wang

Symbolic music datasets with matched scores and performances are essential for many music information retrieval (MIR) tasks. Yet, existing resources often cover a narrow range of composers, lack performance variety, omit note-level…

声音 · 计算机科学 2026-05-08 Ilya Borovik

This paper presents a method for large-scale retrieval of piano sheet music images. Our work differs from previous studies on sheet music retrieval in two ways. First, we investigate the problem at a much larger scale than previous studies,…

计算机视觉与模式识别 · 计算机科学 2020-07-30 Daniel Yang , TJ Tsai

This paper introduces the jazznet Dataset, a dataset of fundamental jazz piano music patterns for developing machine learning (ML) algorithms in music information retrieval (MIR). The dataset contains 162520 labeled piano patterns,…

声音 · 计算机科学 2023-02-20 Tosiron Adegbija

Predicting the difficulty of playing a musical score is essential for structuring and exploring score collections. Despite its importance for music education, the automatic difficulty classification of piano scores is not yet solved, mainly…

Automatically estimating the performance difficulty of a music piece represents a key process in music education to create tailored curricula according to the individual needs of the students. Given its relevance, the Music Information…

声音 · 计算机科学 2025-05-30 Pedro Ramoneda , Minhee Lee , Dasaem Jeong , J. J. Valero-Mas , Xavier Serra

This paper approaches the problem of separating the notes from a quantized symbolic music piece (e.g., a MIDI file) into multiple voices and staves. This is a fundamental part of the larger task of music score engraving (or score…

音频与语音处理 · 电气工程与系统科学 2024-08-01 Francesco Foscarin , Emmanouil Karystinaios , Eita Nakamura , Gerhard Widmer

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,…

声音 · 计算机科学 2024-11-08 Hayeon Bang , Eunjin Choi , Megan Finch , Seungheon Doh , Seolhee Lee , Gyeong-Hoon Lee , Juhan Nam

Automatic identification of screw types is important for industrial automation, robotics, and inventory management. However, publicly available datasets for screw classification are scarce, particularly for controlled single-object…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Tianhao Fu , Bingxuan Yang , Juncheng Guo , Shrena Sribalan , Yucheng Chen

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

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

Many of the recent approaches to polyphonic piano note onset transcription require training a machine learning model on a large piano database. However, such approaches are limited by dataset availability; additional training data is…

机器学习 · 统计学 2017-07-27 Samuel Li

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…

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