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A code automatic generation device and method based on an image target detection method

A target detection and automatic generation technology, applied in the direction of code compilation, parser generation, program code conversion, etc., can solve the problem that the generation effect of the code generation task is far from being met, and the code generation accuracy is not satisfactory enough. Achieving the effect of excellent code generation effect and accurate generation effect

Active Publication Date: 2019-04-26
SUN YAT SEN UNIV
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Problems solved by technology

At present, the generation effect of the cyclic neural network is far from meeting the requirements of the code generation task for the generation effect, so the code generation accuracy of the pix2code model is not satisfactory enough

Method used

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  • A code automatic generation device and method based on an image target detection method
  • A code automatic generation device and method based on an image target detection method
  • A code automatic generation device and method based on an image target detection method

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Embodiment Construction

[0043] The implementation of the present invention is described below through specific examples and in conjunction with the accompanying drawings, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification. The present invention can also be implemented or applied through other different specific examples, and various modifications and changes can be made to the details in this specification based on different viewpoints and applications without departing from the spirit of the present invention.

[0044] Before introducing the present invention, the abbreviations and key terms involved in the present invention are defined as follows:

[0045] Deep learning: Deep learning (Deep Learning) was proposed by Hinton et al. in 2006, and it is a new field of machine learning (Machine Learning). Deep learning was introduced into machine learning to bring it closer to the original goal - artifi...

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Abstract

The invention discloses a code automatic generation device and method based on image target detection, and the device comprises a control element target detection module which is used for carrying outthe feature extraction of an input front-end image, generating a candidate region, carrying out the target classification, and carrying out the frame regression fine trimming of a position, so as toobtain a final accurate position; The rule-based DSL code generation module is used for sequencing the control elements in the horizontal direction and the vertical direction according to the positioninformation of the control elements output by the control element target detection module, and generating DSL codes by formulating rules; And the compiler module is used for compiling the DSL codes generated by the rule-based DSL code generation module into real front-end codes, so that a more accurate generation effect can be achieved, and a new research idea is provided for the descriptive programming automation field.

Description

technical field [0001] The invention relates to an automatic code generation device and method, in particular to an automatic code generation device and method based on an image target detection method. Background technique [0002] Being able to automatically program a computer has always been a difficult problem that people are conquering. With the vigorous development of machine learning, there have been many attempts in the field of automatic programming. Automatically generating program code using machine learning techniques is a relatively new field of research, and program synthesis in human-readable formats has only recently been addressed. Although computer automatic programming is already a very active research field, it is almost a new research field that has not been explored too much by inputting visual images to let the computer automatically generate the corresponding code. [0003] Programming is divided into functional programming (writing relevant logic c...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F8/30G06F8/41G06K9/00G06K9/62
CPCG06F8/37G06F8/41G06V40/161G06V40/10G06V2201/07G06F18/2413
Inventor 黄小玲卓汉逵
Owner SUN YAT SEN UNIV
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