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Image processing method and device, electronic equipment and storage medium

A technology of image processing and electronic equipment, which is applied in the field of image processing and can solve problems such as low precision

Active Publication Date: 2021-04-23
BEIJING DAJIA INTERNET INFORMATION TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] The present disclosure provides an image processing method, device, electronic equipment, and storage medium to at least solve the problem of low accuracy of image processing results by a depthwise separable convolution model in the related art

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  • Image processing method and device, electronic equipment and storage medium
  • Image processing method and device, electronic equipment and storage medium
  • Image processing method and device, electronic equipment and storage medium

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Embodiment Construction

[0037] 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.

[0038] 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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Abstract

The invention relates to an image processing method and device, electronic equipment and a storage medium, relates to the technical field of image processing, and aims to at least solve the problem of relatively low precision of an image processing result of a depth separable convolution model in related technologies. The method comprises the steps of obtaining a to-be-processed feature map of a to-be-processed image; wherein the number of channels of the to-be-processed feature map is N, and N is a positive integer; inputting the to-be-processed feature map into a pre-trained neural network model, and performing standard convolution processing on the to-be-processed feature map by utilizing a standard convolution kernel to obtain an intermediate feature map; wherein the number of channels of the intermediate feature map is M, M is smaller than N, and M is a positive integer; performing point-by-point convolution processing on the intermediate feature map to obtain a result feature map; wherein the channel number of the result feature map is M ', M' is greater than or equal to M, and M 'is a positive integer; and determining a processing result of the to-be-processed image according to the result feature map.

Description

technical field [0001] The present disclosure relates to the technical field of image processing, and in particular, to an image processing method, device, electronic equipment, and storage medium. Background technique [0002] In the field of computer vision, Convolutional Neural Networks (CNN) models are widely used. With the development of technology, the complexity of the CNN model is getting higher and higher, and the requirements for the computing power of the device are getting higher and higher. [0003] For devices with low computing power, in order to adapt to the computing power of the device, currently a depthwise separable convolution (DSC) model is usually used to process images. However, the results of depthwise separable convolutional models processing images are less accurate. Contents of the invention [0004] The present disclosure provides an image processing method, device, electronic device, and storage medium, so as to at least solve the problem in...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T1/00G06N3/04G06N3/08G06T1/60
CPCG06T1/00G06T1/60G06N3/04G06N3/08Y02D10/00
Inventor 陈昕黄瀚贤王华彦
Owner BEIJING DAJIA INTERNET INFORMATION TECH CO LTD