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Music score recognition method, device and equipment and storage medium

A recognition method and music score technology, applied in the field of artificial intelligence, can solve the problems of inaccurate recognition results and many errors in music score recognition.

Pending Publication Date: 2021-06-08
PING AN TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The main purpose of the present invention is to solve the problem that the existing music score picture recognition technology has many handwritten music score recognition errors and inaccurate recognition results

Method used

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  • Music score recognition method, device and equipment and storage medium
  • Music score recognition method, device and equipment and storage medium
  • Music score recognition method, device and equipment and storage medium

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Experimental program
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Embodiment Construction

[0073] Embodiments of the present invention provide a music score recognition method, device, equipment, and storage medium. Firstly, the handwritten score image to be recognized is obtained; Recognize the image set; input the image set to be recognized into the preset feature extraction model for feature extraction, and obtain the score feature matrix of the image set to be recognized; input the score feature matrix into the preset feature recognition model for recognition, and obtain the initial recognition result matrix ; Call the loss function to optimize the initial recognition result matrix to obtain the handwritten score recognition result. In the embodiment of the present invention, the music score recognition method can improve the effect of handwritten music score recognition and make the recognition result more accurate.

[0074] The terms "first", "second", "third", "fourth", etc. (if any) in the description and claims of the present invention and the above drawing...

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Abstract

The invention relates to the technical field of artificial intelligence, and discloses a music score recognition method, device and equipment and a storage medium, which are used for improving the recognition effect of a handwritten music score. The method comprises the following steps: acquiring a to-be-recognized handwritten music score image; adjusting the handwritten music score image to be recognized according to a preset size, and extracting an image set to be recognized based on the adjusted handwritten music score image; inputting the to-be-recognized image set into a preset feature extraction model for feature extraction to obtain a music score feature matrix of the to-be-recognized image set; inputting the music score feature matrix into a preset feature recognition model for recognition to obtain an initial recognition result matrix; and calling a loss function to optimize the initial recognition result matrix to obtain a handwritten music score recognition result. According to the invention, the handwritten music score recognition effect can be improved, and the recognition result is more accurate. In addition, the invention also relates to a block chain technology, and the related information of the handwritten music score can be stored in a block chain.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to a music score recognition method, device, equipment and storage medium. Background technique [0002] Music has always been transmitted mostly through handwritten scores. The digitization and preservation of sheet music is critical to preserving and disseminating a beautiful musical heritage over time. Nowadays, there are tens of thousands of scores waiting to be recorded around the world. Manual recording is time-consuming, laborious and error-prone, which undoubtedly brings great difficulties to music producers and disseminators. Therefore, people are gradually seeking to automatically identify and record scores. technical means. [0003] There are existing sheet music image recognition techniques that can convert sheet music images into a machine-readable format, and some existing tools can also automatically recognize sheet music images. [0004] Ho...

Claims

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Application Information

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IPC IPC(8): G06K9/46G06K9/62G06N3/04G06N3/08
CPCG06N3/08G06V10/462G06N3/044G06N3/045G06F18/214
Inventor 梅亚琦韩宝强肖京
Owner PING AN TECH (SHENZHEN) CO LTD