CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

PDF papers
id caadria2020_222
authors Sun, Chengyu and Hu, Wei
year 2020
title A Rapid Building Density Survey Method Based on Improved Unet
source D. Holzer, W. Nakapan, A. Globa, I. Koh (eds.), RE: Anthropocene, Design in the Age of Humans - Proceedings of the 25th CAADRIA Conference - Volume 2, Chulalongkorn University, Bangkok, Thailand, 5-6 August 2020, pp. 649-658
summary How to rapidly obtain building density information in a large range is a key problem for architecture and planning. This is because architectural design or urban planning is not isolated, and the environment of the building is influenced by the distribution of other buildings in a larger area. For areas where building density data are not readily available, the current methods to estimate building density are more or less inadequate. For example, the manual survey method is relatively slow and expensive, the traditional satellite image processing method is not very accurate or needs to purchase high-precision multispectral remote sensing image from satellite companies. Based on the deep neural network, this paper proposes a method to quickly extract large-scale building density information by using open satellite images platforms such as Baidu map, Google Earth, etc., and optimizes the application in the field of building and planning. Compared with the traditional method, it has the advantages of less time and money, higher precision, and can provide data support for architectural design and regional planning rapidly and conveniently.
keywords building density; rapidly and conveniently; neural network
series CAADRIA
full text file.pdf (33,713,802 bytes)
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100%; open Bindajam, A (2019) Find in CUMINCAD The Effect of Land Surface Features on the Urban Heat Island in Buraydah City , EDRA 50

100%; open Bu, XG, Wang, YL and Wu, JS (2006) Find in CUMINCAD Rationality of City Railway Planning Based on Land Use: A Case Study in Dongguan City, PRC , RESOURCES SCIENCE, 28(2), pp. 47-53

100%; open Giridharan, R, Lau, SSY and Ganesan, S (2017) Find in CUMINCAD Urban design factors influencing heat island intensity in high-rise high-density environments of Hong Kong , Building and Environment, 42, pp. 3669-3684

100%; open Goodfellow, I, Bengio, Y and Courville, A (2016) Find in CUMINCAD Deep learning , MIT press, Cambridge

100%; open Ho, HC, Knudby, A, Sirovyak, P, Xu, Y, Hodul, M and Henderson, SB (2014) Find in CUMINCAD Mapping maximum urban air temperature on hot summer days , Remote Sens, 154, pp. 38-45

100%; open Kajimoto, M and Susaki, J (2013) Find in CUMINCAD Urban density estimation from polarimetric SAR images based on a POA correction method , IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 6(3), pp. 1418-1429

100%; open Li, Y (2019) Find in CUMINCAD Assessment of solar energy utilization potential on building rooftop: a case study of downtown Shanghai , Master's Thesis, East China Normal University

100%; open Luo, XY, Jian, G and Zhang, Y (2014) Find in CUMINCAD Simulation Study about Impact of Building Density on Heat Island Effect , Applied Mechanics and Materials, 590, pp. 353-357

100%; open Wang, M, Yuan, S and Pan, J (2013) Find in CUMINCAD Building detection in high resolution satellite urban image using segmentation, corner detection combined with adaptive windowed Hough Transform , 2013 IEEE International Geoscience and Remote Sensing Symposium, Melbourne, pp. 508-511

100%; open Xu, HM (2018) Find in CUMINCAD Method Research of High-Resolution Remote Sensing Imagery Classification-based U-Net Model of Deep Learning , Master's Thesis, Southwest Jiaotong University

100%; open Xu, X, Zhang, L, Zou, L and Yuan, L (2016) Find in CUMINCAD Building density estimation using PolSAR images based on adaptive volume scattering model , 2016 IEEE International Conference on Electronic Information and Communication Technology (ICEICT), Harbin, pp. 544-548

100%; open Yang, ZW (2019) Find in CUMINCAD Study and Analysis of the Impact of Block Spatial Form on Building Energy Consumption Based on DEST-H Model Simulation: Taking Taiyuan as an Example , Master's Thesis, Taiyuan University of Technology

100%; open Zhang, T, Huang, X, Wen, D and Li, J (2017) Find in CUMINCAD Urban Building Density Estimation From High-Resolution Imagery Using Multiple Features and Support Vector Regression , IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, pp. 3265-3280

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