Interactive piecewise planar building reconstruction from a single image based on geometric priors

doi:10.1016/j.eswa.2023.120572

	Interactive piecewise planar building reconstruction from a single image based on geometric priors
	Wang, Wei1 ; Dong, Qiulei2 ; Hu, Zhanyi2
发表期刊	EXPERT SYSTEMS WITH APPLICATIONS
ISSN	0957-4174
	2023-11-15
卷号	230 页码:15
通讯作者	Dong, Qiulei(qldong@nlpr.ia.ac.cn)
摘要	The development of methods to reconstruct the piecewise planar structures of buildings from a single image is an important and challenging problem in the field of computer vision. Although most prior works have considered fully automatic reconstruction solutions, these methods typically perform poorly for complex building structures. To address this problem, we propose an interactive single-image 3D building reconstruction method to integrate automatic plane inference with interactive plane refinement based on geometric priors. In this method, based on geometric priors (e.g., the orientation of the plane and the intersection angle between planes) learned using convolutional neural networks, building regions are first partitioned into multiple polygonal regions using click interactions. Then, the planes corresponding to these polygonal regions are automatically and progressively inferred by taking full advantage of the constraints constructed using the geometric priors. Finally, under the guidance of interactive plane refinement based on click correlations, the resulting planes are globally optimized by jointly utilizing image cues and geometric priors. The results of an experimental evaluation on three datasets demonstrate that the proposed method achieved better performance than existing methods in terms of both qualitative and quantitative measures.
关键词	Single-image reconstruction Geometric prior User interaction Plane optimization Convolutional neural network
DOI	10.1016/j.eswa.2023.120572
关键词[WOS]	CAMERA CALIBRATION
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61991423] ; National Natural Science Foundation of China[U1805264] ; Key Scientific and Tech- nological Project of Henan Province[232102321068]
项目资助者	National Natural Science Foundation of China ; Key Scientific and Tech- nological Project of Henan Province
WOS研究方向	Computer Science ; Engineering ; Operations Research & Management Science
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic ; Operations Research & Management Science
WOS记录号	WOS:001016579100001
出版者	PERGAMON-ELSEVIER SCIENCE LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/53547
专题	多模态人工智能系统全国重点实验室
通讯作者	Dong, Qiulei
作者单位	1.Zhoukou Normal Univ, Sch Network Engn, Zhoukou 466000, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
通讯作者单位	模式识别国家重点实验室
推荐引用方式 GB/T 7714	Wang, Wei,Dong, Qiulei,Hu, Zhanyi. Interactive piecewise planar building reconstruction from a single image based on geometric priors[J]. EXPERT SYSTEMS WITH APPLICATIONS,2023,230:15.
APA	Wang, Wei,Dong, Qiulei,&Hu, Zhanyi.(2023).Interactive piecewise planar building reconstruction from a single image based on geometric priors.EXPERT SYSTEMS WITH APPLICATIONS,230,15.
MLA	Wang, Wei,et al."Interactive piecewise planar building reconstruction from a single image based on geometric priors".EXPERT SYSTEMS WITH APPLICATIONS 230(2023):15.