Large Scale Farm Scene Modeling from Remote Sensing Imagery

doi:10.1145/3687918

	Large Scale Farm Scene Modeling from Remote Sensing Imagery
	Xiao, Zhiqi 1; Jiang, Hao 1; Deng, Zhigang 2; Li, Ran 3; Han, Wenwei 3; Wang, Zhaoqi 3
	2024-12-01
发表期刊	ACM TRANSACTIONS ON GRAPHICS
ISSN	0730-0301
卷号	43 期号:6 页码:12
摘要	In this paper we propose a scalable framework for large-scale farm scene modeling that utilizes remote sensing data, specifically satellite images. Our approach begins by accurately extracting and categorizing the distributions of various scene elements from satellite images into four distinct layers: fields, trees, roads, and grasslands. For each layer, we introduce a set of controllable Parametric Layout Models (PLMs). These models are capable of learning layout parameters from satellite images, enabling them to generate complex, large-scale farm scenes that closely reproduce reality across multiple scales. Additionally, our framework provides intuitive control for users to adjust layout parameters to simulate different stages of crop growth and planting patterns. This adaptability makes our model an excellent tool for graphics and virtual reality applications. Experimental results demonstrate that our approach can rapidly generate a variety of realistic and highly detailed farm scenes with minimal inputs.
DOI	10.1145/3687918
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering
WOS记录号	WOS:001367497400001
出版者	ASSOC COMPUTING MACHINERY
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/41145
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Xiao, Zhiqi; Deng, Zhigang
作者单位	1.Univ Chinese Acad Sci, Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 2.Univ Houston, Dept Comp Sci, Houston, TX 77004 USA 3.Univ Chinese Acad Sci, Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Xiao, Zhiqi,Jiang, Hao,Deng, Zhigang,et al. Large Scale Farm Scene Modeling from Remote Sensing Imagery[J]. ACM TRANSACTIONS ON GRAPHICS,2024,43(6):12.
APA	Xiao, Zhiqi,Jiang, Hao,Deng, Zhigang,Li, Ran,Han, Wenwei,&Wang, Zhaoqi.(2024).Large Scale Farm Scene Modeling from Remote Sensing Imagery.ACM TRANSACTIONS ON GRAPHICS,43(6),12.
MLA	Xiao, Zhiqi,et al."Large Scale Farm Scene Modeling from Remote Sensing Imagery".ACM TRANSACTIONS ON GRAPHICS 43.6(2024):12.