Rotations Are All You Need: A Generic Method For End-To-End Optical Music Recognition
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http://hdl.handle.net/10045/138493
Title: | Rotations Are All You Need: A Generic Method For End-To-End Optical Music Recognition |
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Authors: | Ríos-Vila, Antonio |
Research Group/s: | Reconocimiento de Formas e Inteligencia Artificial |
Center, Department or Service: | Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos |
Keywords: | Optical Music Recognition | Monophonic Scores | Polyphonic Scores | Aligned Music Notation & Lyrics Transcription | Score Unfolding | Rotations |
Issue Date: | Nov-2023 |
Publisher: | International Workshop on Reading Music Systems |
Citation: | Ríos-Vila, Antonio. “Rotations Are All You Need: A Generic Method For End-To-End Optical Music Recognition”. In: Calvo-Zaragoza, Jorge; Pacha, Alexander; Shatri, Elona (Eds.). Proceedings of the 5th International Workshop on Reading Music Systems: 4th November, 2023, Milan, Italy, pp. 34-38 |
Abstract: | End-to-end Optical Music Recognition traditionally involves multi-step processes to address complex documents, where single stave isolation is performed. These state-of-the art methods often fall short in handling diverse music textures, such as polyphony or Aligned Music Notation and Lyrics Transcription (AMNLT). We introduce a generic end-to-end OMR approach compatible with monophonic, polyphonic, and AMNLT systems. By leveraging score rotations and multi-line transcription unfolding, this model only requires input system annotations during training. Experimental evidence suggests this approach offers a competitive solution with encouraging outcomes, paving the way for future end-to-end music transcription research. |
Sponsor: | This paper is part of the project MultiScore (PID2020-118447RA-I00), funded by MCIN/AEI/10.13039/ 501100011033. The author is supported by grant ACIF/2021/356 from “Programa I+D+i de la Generalitat Valenciana”. |
URI: | http://hdl.handle.net/10045/138493 |
Language: | eng |
Type: | info:eu-repo/semantics/conferenceObject |
Rights: | © The respective authors. Licensed under a Creative Commons Attribution 4.0 International License (CC-BY-4.0). |
Peer Review: | si |
Publisher version: | https://doi.org/10.48550/arXiv.2311.04091 |
Appears in Collections: | INV - GRFIA - Comunicaciones a Congresos, Conferencias, etc. |
Files in This Item:
File | Description | Size | Format | |
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Rios-Vila_Proceedings-5th-International-Workshop-on-Reading-Music-Systems.pdf | 2,06 MB | Adobe PDF | Open Preview | |
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