CGAN Assists the Styles & Features Renovation of Street Facade—A case study of Wuyi area in Fujian, China(Training set for machine learning)

Published: 17 November 2022| Version 1 | DOI: 10.17632/k9vfmdtbxm.1
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Description

This dataset is about the paper "CGAN Assists the Styles & Features Renovation of Street Fa-cade—A case study of Wuyi area in Fujian, China".In the course of the research, we used a large number of vector maps of residential renovation in the Wuyishan area of China for training.Our study proposes a CGAN-based approach. The main purpose is to realize the style migration from local architectural style to village and town building facades, and to provide new design, decoration and restoration of building facades for the village and town architectural style. It has important practical value for the unified style and appearance management of large-scale and multi-building villages and towns.Our sample training images are divided into 3 types: building outline (BEP), functional zoning (FSL), and building facade (BE).Divided into 164 pictures, a total of 492 pictures. The BEP sample uses a grayscale image, and the color is black (R0, G0, B0). In the processing of FSL samples, in order to simplify the data, various elements in the building facade are represented by different colors and presented in the form of color pictures. In this study, 5 colors are used to represent the elements in the facade, that is, the door is red (R255, G99, B128), the window is green (R123, G132, B61), the wall is yellow (R243, G219, B181), and the guardrail is Blue (R3, G172, B213), brown roof (R171, G73, B64).

Files

Steps to reproduce

The data were collected and drawn by the author. It can be trained by the method of machine learning CGAN. Please refer to our published paper for details.

Institutions

Wuyi University, Macau University of Science and Technology

Categories

Architecture, Machine Learning, Urban Design

Funding

Fujian Social Science Foundation Project : “Research on the Spatial Form of Ancient Capitals in Fujian and Yue Regions”

FJ2022C079

Education and Research Project for Young and Middle-aged Teachers in Fujian Province (Science and Technology) : “Tourism-Oriented Research on Spatial Protection and Activation Strategies of Traditional Villages in Northern Fujian”

JAT190768

Education and Research Project for Young and Middle-aged Teachers in Fujian Province (Science and Technology) : “Study on Mechanical Properties of Reconstituted Bamboo and Concrete Composite Beams”

JAT200656

Fujian first-class undergraduate course “Architectural Surveying and Mapping” first-class course

SJYLKC202111

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