Fusion of hyperspectral images and digital surface models for urban object extraction

被引:0
|
作者
Avbelj, Janja [1 ]
机构
[1] Remote Sensing Technology Institute, DLR, Oberpfaffenhofen, Germany
关键词
Bayesian fusion - Building extraction - Digital surface models - HyperSpectral - Object extraction - Quality measures - Urban - Urban objects;
D O I
暂无
中图分类号
学科分类号
摘要
The topic of this thesis is the usage of remote sensing hyperspectral images and digital surface models for urban object extraction. A method for rectilinear building polygon extraction is proposed, which accounts for edge probabilities from both datasets. The edge probabilities are detected in a linear scale space and combined by a Bayesian fusion. They are introduced as weights in the adjustment of building polygons. A new quality measure for the evaluation of the extracted building polygons, named PoLiS metric, is defined and compared to the community accepted measures.
引用
收藏
页码:1 / 135
相关论文
共 50 条
  • [31] BAYESIAN FUSION OF HYPERSPECTRAL AND MULTISPECTRAL IMAGES
    Wei, Qi
    Dobigeon, Nicolas
    Tourneret, Jean-Yves
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [32] CroFuseNet: A Semantic Segmentation Network for Urban Impervious Surface Extraction Based on Cross Fusion of Optical and SAR Images
    Wu, Wenfu
    Guo, Songjing
    Shao, Zhenfeng
    Li, Deren
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2023, 16 : 2573 - 2588
  • [33] Generalized Detection Fusion for Hyperspectral Images
    Bajorski, Peter
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (04): : 1199 - 1205
  • [34] Fusion of airborne hyperspectral and multispectral images
    Zhukov, B
    Oertel, D
    Strobl, P
    Lehmann, F
    Lehner, M
    ALGORITHMS FOR MULTISPECTRAL AND HYPERSPECTRAL IMAGERY II, 1996, 2758 : 148 - 159
  • [35] Bayesian fusion of hyperspectral astronomical images
    Jalobeanu, Andre
    Petremand, Matthieu
    Collet, Christophe
    BAYESIAN INFERENCE AND MAXIMUM ENTROPY METHODS IN SCIENCE AND ENGINEERING, 2010, 1305 : 295 - +
  • [36] Building Polygon Extraction from Aerial Images and Digital Surface Models with a Frame Field Learning Framework
    Sun, Xiaoyu
    Zhao, Wufan
    Maretto, Raian, V
    Persello, Claudio
    REMOTE SENSING, 2021, 13 (22)
  • [37] Extraction of Urban Objects in Cloud Shadows on the basis of Fusion of Airborne LiDAR and Hyperspectral Data
    Man, Qixia
    Dong, Pinliang
    REMOTE SENSING, 2019, 11 (06)
  • [38] FUSION OF MULTI-RESOLUTION DIGITAL SURFACE MODELS
    Kuschk, Georg
    d'Angelo, Pablo
    SMPR CONFERENCE 2013, 2013, 40-1-W3 : 247 - 251
  • [39] Spatially Regularized Fusion of Multiresolution Digital Surface Models
    Kuschk, Georg
    d'Angelo, Pablo
    Gaudrie, David
    Reinartz, Peter
    Cremers, Daniel
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 55 (03): : 1477 - 1488
  • [40] Semi-Supervised Local Feature Extraction Of Hyperspectral Images Over Urban Areas
    Adebanjo, Hannah M.
    Tapamo, Jules R.
    2013 5TH INTERNATIONAL CONFERENCE ON ADAPTIVE SCIENCE AND TECHNOLOGY (ICAST 2013), 2013,