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Layout generation method and application of Yangtze River south private garden landscape

A garden and layout technology, applied in the field of layout generation of private garden landscapes in the south of the Yangtze River, can solve the problems that garden landscapes are difficult to obtain a formal summary, complex and changeable, difficult to master, etc., and achieve the effect of improving quality and efficiency

Pending Publication Date: 2022-04-15
SOUTH CHINA UNIV OF TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Because the design methods and procedures are difficult to master, complex and changeable, it is often difficult to formally summarize the landscape of private gardens in the south of the Yangtze River
In previous works on the design of Jiangnan private gardens in China, most scholars tend to use descriptive language to analyze the characteristics of Jiangnan gardens based on observation and feelings, but the traditional way of thinking to interpret gardens is based on observation and experience. The private garden space in the south of the Yangtze River still needs to be understood by designers themselves, and there is no intuitive way to generate landscape layout for designers

Method used

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  • Layout generation method and application of Yangtze River south private garden landscape
  • Layout generation method and application of Yangtze River south private garden landscape
  • Layout generation method and application of Yangtze River south private garden landscape

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0052] This embodiment provides a method for automatically generating the layout of private gardens in the south of the Yangtze River, including the following steps:

[0053] Step 1. Data collection. At least one method of python data crawling technology or artificial collection of samples is used to collect the layout cases of private gardens in the south of the Yangtze River as the original training data.

[0054] In this example, the collected data should be in the form of pictures, and the garden cases should be distributed in the Yangtze River Delta region, with a scale between 2000㎡ and 52000㎡. The images should contain clear and easy-to-distinguish main elements of gardens in the south of the Yangtze River.

[0055] Step 2, data screening, setting standards for the generation target and screening the collected samples;

[0056] Step 3, data processing, the collected plane drawings are subjected to data cleaning processing to ensure the uniformity of the training data styl...

Embodiment 2

[0110] This embodiment provides a layout generation system for private garden landscapes in the south of the Yangtze River, including: an original training data sample building module, a sample screening module, a data cleaning and labeling module, a data preprocessing module, a model training module and an output module;

[0111] In this embodiment, the original training data sample construction module is used to collect the Jiangnan private garden layout case image as the original training data sample;

[0112] In this embodiment, the sample screening module is used to screen the original training data samples according to the target setting standard for generating the layout of private gardens in the south of the Yangtze River;

[0113] In this embodiment, the data cleaning and labeling module is used to perform data cleaning on the original training data samples, unify the style of the Jiangnan private garden layout case image, label the filtered data samples combined with ...

Embodiment 3

[0118] This embodiment provides a storage medium, the storage medium can be a storage medium such as ROM, RAM, magnetic disk, optical disk, etc., and the storage medium stores one or more programs. When the programs are executed by the processor, the private garden in the south of the Yangtze River in Embodiment 1 is realized. The layout generation method for the landscape.

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Abstract

The invention discloses a layout generation method and application of a Yangtze-south private garden landscape. The method comprises the following steps: collecting a Yangtze-south private garden layout case image as an original training data sample; generating a target setting standard to screen the original training data samples; performing data cleaning on the original training data sample, unifying the style of the Yangtze River South private garden layout case image, marking the screened data sample in combination with the knowledge of private garden design, and taking the marked data sample as a training and testing data set; performing data preprocessing on the training and test data set to meet format conditions of an input adversarial generative network model; training the generative adversarial network model to obtain a trained garden layout generative adversarial network model; and inputting a test image in the test data set into the trained garden layout adversarial generative network model to obtain a garden layout scheme. According to the method, automatic generation of the Yangtze River south private garden landscape layout is realized, and the quality and the design efficiency of classical garden design work are greatly improved.

Description

technical field [0001] The invention relates to the technical field of computer-generated design, in particular to a layout generation method and application of private garden landscapes in the south of the Yangtze River. Background technique [0002] Jiangnan private gardens have gone through a long process of development and have become an important part of the splendid Chinese culture and a precious historical and cultural heritage of all mankind. The private garden landscape in the south of the Yangtze River adapts the natural landscape and trees to local conditions, and ingeniously designs according to the relationship between land use, forming a spatial structure and layout full of twists and turns and blending artistic conception. Because the design methods and procedures are difficult to master, complex and changeable, it is often difficult to formally summarize the landscape of private gardens in the south of the Yangtze River. In previous works on the design of Ji...

Claims

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Application Information

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IPC IPC(8): G06F30/13G06F30/27G06Q50/08
Inventor 刘宇波邓巧明梁凌宇方晨容欧恒杨喆
Owner SOUTH CHINA UNIV OF TECH
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