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Object recognition method and device based on edge calculation, equipment and medium

An object recognition and edge computing technology, applied in the field of artificial intelligence, can solve problems such as server downtime, and achieve the effect of avoiding timeliness and reducing redundant information

Pending Publication Date: 2021-11-23
CHINA PING AN PROPERTY INSURANCE CO LTD
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  • Abstract
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  • Claims
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AI Technical Summary

Problems solved by technology

[0003] In view of the above, the present invention provides an object recognition method, device, device, and storage medium based on edge computing. technical issues

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  • Object recognition method and device based on edge calculation, equipment and medium
  • Object recognition method and device based on edge calculation, equipment and medium
  • Object recognition method and device based on edge calculation, equipment and medium

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Embodiment Construction

[0041] 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. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0042] The invention provides an object recognition method based on edge computing. refer to figure 1 As shown, it is a schematic flow chart of an embodiment of an object recognition method based on edge computing in the present invention. The method can be executed by an electronic device, and the electronic device can be realized by software and / or hardware. Object recognition methods b...

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Abstract

The invention relates to the technical field of artificial intelligence, and provides an object recognition method and device based on edge calculation, equipment and a medium. The method comprises the steps of obtaining a to-be-processed original model, performing pruning operation on the original model based on weights of all convolution kernels of each layer in the original model to obtain a pruned model, training the pruned model based on a first training sample set to obtain a pruned model, obtaining a second training sample set; and performing mixed precision training on the pruned model based on the second training sample set, and converting the trained model into a binary model file of a semi-precision floating-point number to obtain a target compression model, so that a client loads the target compression model to identify a to-be-identified object. According to the invention, the timeliness of model identification can be improved, and the risk of server downtime is reduced. The invention further relates to the technical field of block chains. The target compression model can be stored in a node of a block chain.

Description

technical field [0001] The present invention relates to the technical field of artificial intelligence, in particular to an object recognition method, device, equipment and storage medium based on edge computing. Background technique [0002] At present, large-scale image recognition models are often deployed on the server side. When users use it, they first need to upload the image to be recognized to the image library through the App, and then transfer it from the image library to the server to call the model interface, and finally get the recognition result and return it to the users and databases. This process requires three network transmissions. The user's waiting time from uploading the picture to getting the result is the accumulation of network transmission time and algorithm calculation time. Once the user is in an area with poor network signal, the waiting time will be infinitely extended. And because the algorithm is uniformly deployed on the central server, if ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06N3/04G06N3/08
CPCG06N3/082G06N3/084G06N3/045
Inventor 钟宇翔
Owner CHINA PING AN PROPERTY INSURANCE CO LTD
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