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Information processing method and device, electronic device and storage medium

An information processing method and a technology for inputting information, which are applied in the field of electronic equipment and storage media, information processing methods and devices, can solve problems such as ignoring the correlation of characteristic information of different channels, and achieve the effect of improving calculation accuracy

Active Publication Date: 2022-04-26
SHENZHEN SENSETIME TECH CO LTD
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AI Technical Summary

Problems solved by technology

Among them, the traditional grouping method only divides the convolution features of adjacent channels into the same group. This easy-to-implement method greatly ignores the correlation of feature information of different channels.

Method used

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  • Information processing method and device, electronic device and storage medium
  • Information processing method and device, electronic device and storage medium
  • Information processing method and device, electronic device and storage medium

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Embodiment Construction

[0094] Various exemplary embodiments, features, and aspects of the present disclosure will be described in detail below with reference to the accompanying drawings. The same reference numbers in the figures indicate functionally identical or similar elements. While various aspects of the embodiments are shown in drawings, the drawings are not necessarily drawn to scale unless specifically indicated.

[0095] The word "exemplary" is used exclusively herein to mean "serving as an example, embodiment, or illustration." Any embodiment described herein as "exemplary" is not necessarily to be construed as superior or better than other embodiments.

[0096] The term "and / or" in this article is just an association relationship describing associated objects, which means that there can be three relationships, for example, A and / or B can mean: A exists alone, A and B exist simultaneously, and there exists alone B these three situations. In addition, the term "at least one" herein mean...

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Abstract

The present disclosure relates to an information processing method and device, an electronic device, and a storage medium, wherein the method includes inputting received input information into a neural network; processing the input information through the neural network, wherein the neural network In the case where the convolution layer of the network performs convolution processing, the convolution kernel of the convolution layer is updated using the transformation matrix configured for the convolution layer, so as to complete the convolution processing of the convolution layer through the updated convolution kernel; Outputting the processing result processed by the neural network. Embodiments of the present disclosure can implement any form of grouped convolution of a neural network.

Description

technical field [0001] The present disclosure relates to the field of information processing, and in particular, to an information processing method and device, electronic equipment, and a storage medium. Background technique [0002] With its strong performance advantages, convolutional neural network has promoted major progress in computer vision, natural language processing and other fields, and has become a research boom in industry and academia. However, since the deep convolutional neural network is limited by a large number of matrix operations, it often requires massive storage and computing resources. Reducing the redundancy of convolution units in the neural network is one of the important ways to solve this problem. [0003] Among them, group convolution (Group Convolution) is a channel group convolution method, which can reduce the network parameters while ensuring a small loss of precision, and the network is not easy to overfit. widely used. Among them, the t...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06N3/04
CPCG06N3/045G06N3/082G06N3/04G06N3/08
Inventor 张兆阳吴凌云罗平
Owner SHENZHEN SENSETIME TECH CO LTD
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