Deep Facade Parsing with Occlusions

doi:10.3837/tiis.2022.02.009

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 三维可视计算

	Deep Facade Parsing with Occlusions
	Ma, Wenguang 2; Ma, Wei 2; Xu, Shibiao 1
刊名	KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS
	2022-02-28
卷号	16 期号:2 页码:524-543
关键词	Facade parsing occlusion repetitive pattern man-made structure
ISSN号	1976-7277
DOI	10.3837/tiis.2022.02.009
通讯作者	Ma, Wei(mawei@bjut.edu.cn)
英文摘要	Correct facade image parsing is essential to the semantic understanding of outdoor scenes. Unfortunately, there are often various occlusions in front of buildings, which fails many existing methods. In this paper, we propose an end-to-end deep network for facade parsing with occlusions. The network learns to decompose an input image into visible and invisible parts by occlusion reasoning. Then, a context aggregation module is proposed to collect nonlocal cues for semantic segmentation of the visible part. In addition, considering the regularity of man-made buildings, a repetitive pattern completion branch is designed to infer the contents in the invisible regions by referring to the visible part. Finally, the parsing map of the input facade image is generated by fusing the results of the visible and invisible results. Experiments on both synthetic and real datasets demonstrate that the proposed method outperforms state-of-the-art methods in parsing facades with occlusions. Moreover, we applied our method in applications of image inpainting and 3D semantic modeling.
资助项目	National Natural Science Foundation of China[62176010] ; National Natural Science Foundation of China[61771026] ; Open Project Program of the National Laboratory of Pattern Recognition (NLPR)
WOS关键词	WINDOW DETECTION ; SEGMENTATION
WOS研究方向	Computer Science ; Telecommunications
语种	英语
出版者	KSII-KOR SOC INTERNET INFORMATION
WOS记录号	WOS:000767305400001
资助机构	National Natural Science Foundation of China ; Open Project Program of the National Laboratory of Pattern Recognition (NLPR)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/48075]
专题	模式识别国家重点实验室_三维可视计算
通讯作者	Ma, Wei
作者单位	1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
推荐引用方式 GB/T 7714	Ma, Wenguang,Ma, Wei,Xu, Shibiao. Deep Facade Parsing with Occlusions[J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS,2022,16(2):524-543.
APA	Ma, Wenguang,Ma, Wei,&Xu, Shibiao.(2022).Deep Facade Parsing with Occlusions.KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS,16(2),524-543.
MLA	Ma, Wenguang,et al."Deep Facade Parsing with Occlusions".KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS 16.2(2022):524-543.