Humming type music retrieval method and system based on note modeling

A note and music technology, applied in the field of computer applications, can solve the problems of maintaining the model parameter library, workload, and not including error standard song templates, etc.

Inactive Publication Date: 2014-05-28
SHENZHEN UNIV
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The template matching dynamic programming algorithm represented by DTW can effectively solve the matching problem caused by the different lengths of humming songs and standard templates, and the engineering implementation is relatively simple. However, the disadvantage is that algorithms such as DTW need to use no error The standard song templates, the parameters of these templates are extracted in advance through MIDI original music or professional-level song corpus, and the recognition is matched with the voice of people humming
The disadvantage is that this method needs to add a melody model and sample training for new songs. In engineering, it needs to maintain the model parameter library. It is easy to implement music retrieval services on the Internet, but the application in embedded systems are greatly restricted
[0006] One of the characteristics of the HMM melody modeling method is that there is no requirement for the user's singing level, and it is easy for most people to use. However, when new songs are added to the song collection, it needs to be collected and trained to create a corresponding melody model in order to maintain a good performance. The recognition effect brings the workload of maintaining the model parameter library, which will bring inconvenience to the application work

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Embodiment Construction

[0025] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0026] The present invention aims at the shortcomings of the HMM melody modeling method in practical applications. The present invention models standard notes (such as using a mixed Gaussian model), and the recognition process utilizes the notes decoded from the user's humming voice and its long sequence and The standard note and time value sequence in the song set is matched and calculated to obtain the optimal result. The modeling process has nothing to do with specific songs. When new songs are added, there is no need to add or modify the model parameter library, which has industrialization pros...

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Abstract

The invention belongs to the technical field of computer application and provides a humming type music retrieval method and system based on note modeling. According to the humming type music retrieval method and system based on note modeling, modeling and parameter training are conducted on standard notes according to the Gaussian hybrid model technology, similarity calculation is conducted between a note resolved from a humming voice and a duration time sequence of the note and the standard notes of all key melodies in a base and the duration time sequences of the standard notes, and an optimal result is obtained. The humming type music retrieval method and system based on note modeling have the outstanding advantages that adding of new models and parameter training do not need to be conducted when new songs are added into a song library, and the popularization and application prospect is broad.

Description

technical field [0001] The invention belongs to the field of computer application technology, and in particular relates to a humming music retrieval method and system based on musical note modeling. Singing melody recognition. Background technique [0002] In recent years, the rapid rise of cloud computing and intelligent embedded software and hardware technology has further promoted the development of digital entertainment applications, and music entertainment services are increasingly approaching people's lives. On the one hand, using technologies such as virtualization and cloud storage on the cloud computing platform can establish a song library, deploy a music service system, and provide high-performance music search and download services on the Internet and mobile networks. On the other hand, the rapid development of embedded microprocessors such as ARM, OMAP, PXA, and Adreno, and the introduction of embedded operating systems such as Android, iOS, and Windows phone8 ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/30
CPCG06F16/634G06F16/683
Inventor 徐明
Owner SHENZHEN UNIV
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