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17 Results Found

  • Feature Paper
  • Article
  • Open Access
37 Citations
7,780 Views
21 Pages

Deep Neural Networks for Document Processing of Music Score Images

  • Jorge Calvo-Zaragoza,
  • Francisco J. Castellanos,
  • Gabriel Vigliensoni and
  • Ichiro Fujinaga

24 April 2018

There is an increasing interest in the automatic digitization of medieval music documents. Despite efforts in this field, the detection of the different layers of information on these documents still poses difficulties. The use of Deep Neural Network...

  • Article
  • Open Access
1,830 Views
14 Pages

Score Images as a Modality: Enhancing Symbolic Music Understanding through Large-Scale Multimodal Pre-Training

  • Yang Qin,
  • Huiming Xie,
  • Shuxue Ding,
  • Yujie Li,
  • Benying Tan and
  • Mingchuan Ye

2 August 2024

Symbolic music understanding is a critical challenge in artificial intelligence. While traditional symbolic music representations like MIDI capture essential musical elements, they often lack the nuanced expression in music scores. Leveraging the adv...

  • Article
  • Open Access
78 Citations
22,831 Views
23 Pages

11 April 2018

Optical Music Recognition is a field of research that investigates how to computationally decode music notation from images. Despite the efforts made so far, there are hardly any complete solutions to the problem. In this work, we study the use of ne...

  • Article
  • Open Access
1,314 Views
23 Pages

28 September 2025

This study explores how Philip Glass’s post-minimalist techniques in the film score of The Hours interact with the film’s non-linear narrative structure. By integrating musicological analysis and film narrative theory, the paper examines...

  • Article
  • Open Access
10 Citations
4,391 Views
16 Pages

4 February 2021

This article studies a composer style classification task based on raw sheet music images. While previous works on composer recognition have relied exclusively on supervised learning, we explore the use of self-supervised pretraining methods that hav...

  • Article
  • Open Access
45 Citations
8,639 Views
14 Pages

29 June 2019

Optical music recognition (OMR) is an area in music information retrieval. Music object detection is a key part of the OMR pipeline. Notes are used to record pitch and duration and have semantic information. Therefore, note recognition is the core an...

  • Article
  • Open Access
10 Citations
6,082 Views
27 Pages

A Framework for Content-Based Search in Large Music Collections

  • Tiange Zhu,
  • Raphaël Fournier-S’niehotta,
  • Philippe Rigaux and
  • Nicolas Travers

We address the problem of scalable content-based search in large collections of music documents. Music content is highly complex and versatile and presents multiple facets that can be considered independently or in combination. Moreover, music docume...

  • Article
  • Open Access
1 Citations
2,467 Views
14 Pages

17 August 2023

The recognition of printed music sheets in camera-based realistic scenarios is a novel research branch of optical music recognition (OMR). However, special factors in realistic scenarios, such as uneven lighting distribution and curvature of staff li...

  • Proceeding Paper
  • Open Access
2,684 Views
11 Pages

The article offers some reflections on the body-space relationship through images, graphic translations and visual studies that converge into a contemporary digital illuminated avant-garde of the fourth virtual dimension. Starting from the study of t...

  • Article
  • Open Access
1 Citations
1,773 Views
18 Pages

9 December 2024

The concept of auditory scene analysis, popularized in scientific experiments by A. S. Bregman, the primary architect of the perceptual streaming theory, and his research team, along with more recent analyses by subsequent researchers, highlights a s...

  • Article
  • Open Access
12 Citations
3,705 Views
23 Pages

Applying Automatic Translation for Optical Music Recognition’s Encoding Step

  • Antonio Ríos-Vila,
  • Miquel Esplà-Gomis,
  • David Rizo,
  • Pedro J. Ponce de León and
  • José M. Iñesta

25 April 2021

Optical music recognition is a research field whose efforts have been mainly focused, due to the difficulties involved in its processes, on document and image recognition. However, there is a final step after the recognition phase that has not been p...

  • Article
  • Open Access
1,892 Views
19 Pages

23 November 2023

Symbolic semantic understanding of staff images is an important technological support to achieve “intelligent score flipping”. Due to the complex composition of staff symbols and the strong semantic correlation between symbol spaces, it i...

  • Review
  • Open Access
3 Citations
5,480 Views
30 Pages

A Comprehensive Review on Document Image Binarization

  • Bilal Bataineh,
  • Mohamed Tounsi,
  • Nuha Zamzami,
  • Jehan Janbi,
  • Waleed Abdel Karim Abu-ain,
  • Tarik AbuAin and
  • Shaima Elnazer

In today’s digital age, the conversion of hardcopy documents into digital formats is widespread. This process involves electronically scanning and storing large volumes of documents. These documents come from various sources, including records...

  • Review
  • Open Access
85 Citations
12,741 Views
25 Pages

In this era of digitization, most hardcopy documents are being transformed into digital formats. In the process of transformation, large quantities of documents are stored and preserved through electronic scanning. These documents are available from...

  • Article
  • Open Access
5 Citations
3,198 Views
13 Pages

13 March 2023

A crowd can be both a sound source and an absorber. The sound of human voices significantly impacts evaluations of acoustic indicators in urban public spaces. This study aimed to investigate whether human sound impacts evaluations of the overall envi...