SISE: Self-Updating of Indoor Semantic Floorplans for General Entities

doi:10.1109/TMC.2018.2812752

	SISE: Self-Updating of Indoor Semantic Floorplans for General Entities
	Teng, Xiaoqiang 1; Guo, Deke 1,2; Guo, Yulan 3,4; Zhao, Xiang 1; Liu, Zhong 1
	2018-11-01
发表期刊	IEEE TRANSACTIONS ON MOBILE COMPUTING
ISSN	1536-1233
卷号	17 期号:11 页码:2646-2659
摘要	Indoor semantic floorplan is important for a range of location based service (LBS) applications, attracting many research efforts in several years. In many cases, the out-of-date indoor semantic floorplans would gradually deteriorate and even break down the LBS performance. Thus, it is important to automatically update changed semantics of indoor floorplans caused by environmental variation. However, few research has been focused on the continuous semantic updating problem. This paper presents SISE as a mobile crowdsourcing system that uses a new abstraction for indoor general entities and their semantics, enGraph, to automatically update changed semantics of indoor floorplans using images and inertial data. We first propose efficient methods to generate enGraph. Thus, an image can be associated with an indoor semantic floorplan. Accordingly, we formulate the enGraph matching problem and then propose a quality-based maximum common subgraph matching algorithm so that entities extracted from an image can be corresponded to entities in the indoor semantic floorplan. Furthermore, we propose a quadrant comparison algorithm and a region shrink based localization algorithm to detect and localize changed entities. Thus, the new semantics can be labeled and out-of-date semantics can be removed. Extensive experiments have been conducted on real and synthetic data. Experimental results show that 80 percent of out-of-date semantics of indoor general entities can be updated by SISE.
关键词	Indoor semantic floorplan crowdsourcing self-updating system
DOI	10.1109/TMC.2018.2812752
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation for Outstanding Excellent Young Scholars of China[61422214] ; National Natural Science Foundation of China[61772544] ; National Natural Science Foundation of China[71471175] ; National Natural Science Foundation of China[71690233] ; National Natural Science Foundation of China[71331008] ; National Natural Science Foundation of China[61602499] ; National Natural Science Foundation of China[61471371] ; National Basic Research Program (973 program)[2014CB347800] ; Hunan Provincial Natural Science Fund for Distinguished Young Scholars[2016JJ1002] ; Guangxi Cooperative Innovation Center of Cloud Computing and Big Data[YD16507] ; Guangxi Cooperative Innovation Center of Cloud Computing and Big Data[YD17X11] ; National Postdoctoral Program for Innovative Talents[BX201600172]
WOS研究方向	Computer Science ; Telecommunications
WOS类目	Computer Science, Information Systems ; Telecommunications
WOS记录号	WOS:000446655000014
出版者	IEEE COMPUTER SOC
引用统计	被引频次：10[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/4821
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Guo, Deke; Guo, Yulan
作者单位	1.Natl Univ Def Technol, Coll Syst Engn, Changsha 410073, Hunan, Peoples R China 2.Tianjin Univ, Sch Comp Sci & Technol, Tianjin 300072, Peoples R China 3.Natl Univ Def Technol, Coll Elect Sci, Changsha 410073, Hunan, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, Beijing 100864, Peoples R China
推荐引用方式 GB/T 7714	Teng, Xiaoqiang,Guo, Deke,Guo, Yulan,et al. SISE: Self-Updating of Indoor Semantic Floorplans for General Entities[J]. IEEE TRANSACTIONS ON MOBILE COMPUTING,2018,17(11):2646-2659.
APA	Teng, Xiaoqiang,Guo, Deke,Guo, Yulan,Zhao, Xiang,&Liu, Zhong.(2018).SISE: Self-Updating of Indoor Semantic Floorplans for General Entities.IEEE TRANSACTIONS ON MOBILE COMPUTING,17(11),2646-2659.
MLA	Teng, Xiaoqiang,et al."SISE: Self-Updating of Indoor Semantic Floorplans for General Entities".IEEE TRANSACTIONS ON MOBILE COMPUTING 17.11(2018):2646-2659.