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Method and system for automatically generating description of picture, electronic device and storage medium

An automatic generation and image technology, applied in the field of image processing, can solve the problem of inconsistent models and evaluation standards, and achieve the effect of improving efficiency, data accuracy, and increasing uniformity

Active Publication Date: 2019-07-05
SHENZHEN UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0005] The main purpose of the present invention is to provide a method, system, electronic device and storage medium for automatically generating descriptions of pictures, aiming to solve the technical problem of inconsistent training models and evaluation standards in the prior art

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  • Method and system for automatically generating description of picture, electronic device and storage medium
  • Method and system for automatically generating description of picture, electronic device and storage medium

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Embodiment Construction

[0021] In order to make the purpose, features and advantages of the present invention more obvious and understandable, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described The embodiments are only some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without making creative efforts belong to the protection scope of the present invention.

[0022] see figure 1 , is a method for automatically generating a description of a picture, including: S1, using a loss function, a mobilenet convolutional neural network, and a long-short-term memory neural network to construct a model for automatically generating a description of a picture; S2, recording network parameters when building the ...

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Abstract

The invention discloses a picture automatic generation description method and system, an electronic device and a storage medium. The method is used for generating character descriptions for pictures,solves the problem that a trained model and evaluation standards are not uniform in the prior art, and comprises the following steps of: constructing a model for automatically generating descriptionsfor pictures by using a loss function, a mobienet convolutional neural network and a long-short-term memory neural network; recording network parameters when the model is constructed; inputting a picture into the model; the model outputting a section of characters capable of describing the picture according to the input picture and the network parameters. Therefore, according to the method for automatically generating the description of the picture provided by the invention, a new loss function is designed through reinforcement learning, so that the training standard and the evaluation standard of the model can be unified.

Description

technical field [0001] The present invention relates to the technical field of picture processing, in particular to a method, system, electronic device and storage medium for automatically generating descriptions of pictures. Background technique [0002] Since the beginning of the 21st century, the Internet storage level and computer computing power have experienced a huge leap, and the number of smart phone users has also been greatly improved. Users use mobile terminals, PCs and other smart devices every day. Share large amounts of image data on the Internet. These huge image data resources can more accurately reflect the objective world, and their different visual changes contain rich semantic information, providing a sufficient source of information for perceiving the real world. [0003] With the development of neural networks and deep learning, image understanding has developed from the original image processing based on low-level visual features to the high-level im...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N3/04G06N3/08G06K9/46
CPCG06N3/084G06V10/40G06N3/045
Inventor 王娜吕锦涛
Owner SHENZHEN UNIV