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Direct broadcasting room singing identification method and device, server and storage medium

A recognition method and live broadcast room technology, applied in the field of live broadcast, can solve the problem of low recognition accuracy of singing voice live broadcast clips, and achieve the effect of accurate classification results

Active Publication Date: 2020-05-12
BEIJING DAJIA INTERNET INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The present disclosure provides a singing recognition method, device and system in a live broadcast room, so as to at least solve the problem of low recognition accuracy of the live broadcast segment of singing voice in the related art

Method used

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  • Direct broadcasting room singing identification method and device, server and storage medium
  • Direct broadcasting room singing identification method and device, server and storage medium
  • Direct broadcasting room singing identification method and device, server and storage medium

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Embodiment Construction

[0041] In order to enable ordinary persons in the art to better understand the technical solutions of the present disclosure, the technical solutions in the embodiments of the present disclosure will be clearly and completely described below in conjunction with the accompanying drawings.

[0042] It should be noted that the terms "first" and "second" in the specification and claims of the present disclosure and the above drawings are used to distinguish similar objects, but not necessarily used to describe a specific sequence or sequence. It is to be understood that the data so used are interchangeable under appropriate circumstances such that the embodiments of the disclosure described herein can be practiced in sequences other than those illustrated or described herein. The implementations described in the following exemplary examples do not represent all implementations consistent with the present disclosure. Rather, they are merely examples of apparatuses and methods consi...

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PUM

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Abstract

The invention relates to a direct broadcasting room singing identification method and device, a server and a storage medium, and relates to the field of direct broadcasting. Firstly, a sound feature vector sequence is classified through a music sound classification model, and a classification result is obtained; if the classification result represents that the sound feature vector sequence comprises a music sound feature vector, an audio stream comprising the music sound feature vector is extracted from the direct broadcasting stream; then a human voice feature vector in the audio stream including the music voice feature vector is extracted; and finally, the human voice feature vectors are classified through a singing voice classification model to obtain a classification result. With the above analysis, the sound feature vector sequences are classified through the music sound classification model, and then the human voice feature vectors are classified through the singing sound classification model so that the obtained classification result is more accurate, and whether the anchor in the current direct broadcasting room is singing or not can be determined more accurately.

Description

technical field [0001] The present disclosure relates to the live broadcast field, and in particular to a singing recognition method, device, server, and storage medium in a live broadcast room. Background technique [0002] With the development of the mobile Internet, the development of live broadcast applications has made great progress and development. The anchor only needs to open a live broadcast room in the live broadcast application to perform live broadcasts. Listening to anchors sing songs is one of the performance methods that users of live broadcasting applications are interested in. [0003] In related technologies, traditional shallow model methods such as Gaussian Mixture Model (GMM) or Support Vector Machine (SVM) are often used for singing recognition, and the accuracy rate is low. Music, playing games or even leaving, that is, many contents that users are not interested in are mistakenly pushed to the audience. However, when the user enters the live broad...

Claims

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Application Information

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IPC IPC(8): H04N21/2187H04N21/233H04N21/439G10L25/30G10L25/24
CPCG10H2210/036G10H2210/041G10H2250/311G10L25/24G10L25/30H04N21/2187H04N21/233H04N21/4394
Inventor 张大威
Owner BEIJING DAJIA INTERNET INFORMATION TECH CO LTD
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