Sound event detection method and device, storage medium and electronic device

A sound detection and detection method technology, applied in speech analysis, instruments, etc., can solve the problem of low accuracy of sound event detection results, and achieve the effect of improving robustness and accuracy

Active Publication Date: 2021-11-30
SHANGHAI NORMAL UNIVERSITY +1
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  • Abstract
  • Description
  • Claims
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AI Technical Summary

Problems solved by technology

[0006] Embodiments of the present invention provide a sound event detection method, device, storage medium, and electronic device to at least solve the technical problem of low accuracy of sound event detection results in the prior art

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  • Sound event detection method and device, storage medium and electronic device
  • Sound event detection method and device, storage medium and electronic device
  • Sound event detection method and device, storage medium and electronic device

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Embodiment Construction

[0031] In order to enable those skilled in the art to better understand the solutions of the present invention, the following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only It is an embodiment of a part of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts shall fall within the protection scope of the present invention.

[0032] It should be noted that the terms "first" and "second" in the description and claims of the present invention 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 ...

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Abstract

The invention discloses a sound event detection method and device, a storage medium and an electronic device. The sound event detection method comprises the following steps: acquiring target feature segmentation of a target audio so as to obtain N sub-target features; respectively inputting the sub-target features with the same score in the N sub-target features into corresponding M target sound detection models to obtain M positive example score sequences, performing enhancement processing on first sample features of multiple sample audios based on a spectrogram and a time domain in a training process of each target sound detection model to obtain second sample features, and training M sound detection models through the first sample features and the second sample features, wherein M is a positive integer greater than or equal to 1; averaging and fusing the M positive example score sequences; and determining the detection result of the target audio according to a target fusion positive example score sequence. Thus, the technical problem of low accuracy of a sound event detection result in the prior art is overcome.

Description

technical field [0001] The present invention relates to the fields related to artificial intelligence technology and sound event detection, in particular to a sound event detection method, device, storage medium and electronic device. Background technique [0002] Whether in personal home life or work, artificial intelligence (AI)-based systems are gradually becoming an integral and important part of daily activities. The most common method of deep learning is supervised learning. The purpose of the application is to collect a large number of data samples and labels to form a data set. This dataset is divided into three parts: training, validation and testing. In the training phase, the data from the training and validation sets and their respective labels are input to the model, and the parameters are updated based on backpropagation to optimize the model. In the testing phase, the test data is fed into the model with fixed parameters, and the class of the test data sampl...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G10L25/30G10L21/02
CPCG10L25/30G10L21/02
Inventor 龙艳花唐甜甜李轶杰
Owner SHANGHAI NORMAL UNIVERSITY
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