Building Extraction from Remotely Sensed Images by Integrating Saliency Cue
Li, Er; Xu, Shibiao(共同第一作者); Meng, Weiliang; Zhang, Xiaopeng; Xiaopeng Zhang
2016-09-14
发表期刊IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
卷号10期号:3页码:906-919
文章类型Article
摘要In this paper, we propose a novel two-step building extraction method from remote sensing images by integrating saliency cue. We first utilize classical features such as shadow, color, and shape to find out initial building candidates. A fully connected conditional random field model is introduced in this step to ensure that most of the buildings are incorporated. While it is hard to further remove the mislabled rooftops from the building candidates by only using classical features, we adopt saliency cue as a new feature to determine whether there is a rooftop in each segmentation patch obtained from previous step. The basic idea behind the use of saliency information is that rooftops are more likely to attract visual attention than surrounding objects. Based on a specifically designed saliency estimation algorithm for building object, we extract saliency cue in the local region of each building candidate, which is integrated into a probabilistic model to get the final building extraction result. We show that the saliency cue can provide an efficient probabilistic indication of the presence of rooftops, which helps to reduce false positives while without increasing false negatives at the same time. Experimental results on two benchmark datasets highlight the advantages of the integration of saliency cue and demonstrate that the proposed method outperforms the stateof- the-art methods.
关键词Buildings Fully Connected Conditional Random Field (Crf) Saliency
WOS标题词Science & Technology ; Technology ; Physical Sciences
DOI10.1109/JSTARS.2016.2603184
关键词[WOS]AUTOMATED DETECTION ; OBJECT RECOGNITION ; VISUAL-ATTENTION ; FRAMEWORK
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61331018 ; National High-Tech Research and Development Program of China (863 Program)(2015AA016402) ; 61620106003 ; 91338202 ; 61502490 ; 61671451)
WOS研究方向Engineering ; Physical Geography ; Remote Sensing ; Imaging Science & Photographic Technology
WOS类目Engineering, Electrical & Electronic ; Geography, Physical ; Remote Sensing ; Imaging Science & Photographic Technology
WOS记录号WOS:000395876100010
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/12296
专题模式识别国家重点实验室_多媒体计算与图形学
通讯作者Xiaopeng Zhang
作者单位Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Li, Er,Xu, Shibiao,Meng, Weiliang,et al. Building Extraction from Remotely Sensed Images by Integrating Saliency Cue[J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,2016,10(3):906-919.
APA Li, Er,Xu, Shibiao,Meng, Weiliang,Zhang, Xiaopeng,&Xiaopeng Zhang.(2016).Building Extraction from Remotely Sensed Images by Integrating Saliency Cue.IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,10(3),906-919.
MLA Li, Er,et al."Building Extraction from Remotely Sensed Images by Integrating Saliency Cue".IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 10.3(2016):906-919.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Building Extraction (1646KB)期刊论文出版稿开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Li, Er]的文章
[Xu, Shibiao(共同第一作者)]的文章
[Meng, Weiliang]的文章
百度学术
百度学术中相似的文章
[Li, Er]的文章
[Xu, Shibiao(共同第一作者)]的文章
[Meng, Weiliang]的文章
必应学术
必应学术中相似的文章
[Li, Er]的文章
[Xu, Shibiao(共同第一作者)]的文章
[Meng, Weiliang]的文章
相关权益政策
暂无数据
收藏/分享
文件名: Building Extraction from Remotely Sensed Images by Integrating Saliency Cue.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。