AUTOMATIC RECTANGULAR BUILDING DETECTION FROM VHR AERIAL IMAGERY USING SHADOW AND IMAGE SEGMENTATION

被引:0
|
作者
Ngo, Tran-Thanh [1 ]
Collet, Christophe [1 ]
Mazet, Vincent [1 ]
机构
[1] Univ Strasbourg, ICube, CNRS, 300 Bd Sebastien Brant CS 10413, F-67412 Illkirch Graffenstaden, France
关键词
Building detection; image segmentation; Markov random field; very high resolution; remote sensing; SHAPE; GRAPH;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces a novel approach for the automated detection of rectangular buildings from monocular very high resolution (VHR) aerial images. The overall idea of this work is first to decompose the image into small homogeneous regions and treat all regions as candidates. According to the position of the shadows, a merging process is then performed over regions having similar spectral characteristics to produce building regions whose shapes are appropriate to rectangles. The experimental results prove that the proposed method is applicable in various areas (high dense urban, suburban, and rural) and is highly robust and reliable.
引用
收藏
页码:1483 / 1487
页数:5
相关论文
共 50 条
  • [21] Building Detection from Aerial Images using Invariant Color Features and Shadow Information
    Sirmacek, Beril
    Unsalan, Cem
    [J]. 23RD INTERNATIONAL SYMPOSIUM ON COMPUTER AND INFORMATION SCIENCES, 2008, : 6 - 10
  • [22] Automatic shadow detection and removal using image matting
    Amin, Benish
    Riaz, M. Mohsin
    Ghafoor, Abdul
    [J]. SIGNAL PROCESSING, 2020, 170
  • [23] Building Extraction From RGB VHR Images Using Shifted Shadow Algorithm
    Gao, Xianjun
    Wang, Mingwei
    Yang, Yuanwei
    Li, Gongquan
    [J]. IEEE ACCESS, 2018, 6 : 22034 - 22045
  • [24] AUTOMATIC CROP ROWS SEGMENTATION FOR MULTISPECTRAL AERIAL IMAGERY
    Bojeri, Alex
    Melgani, Farid
    Giannotta, Giovanni
    Ristorto, Gianluca
    Guglieri, Giorgio
    Marcato Junior, Jose
    [J]. 2022 IEEE MEDITERRANEAN AND MIDDLE-EAST GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (M2GARSS), 2022, : 78 - 81
  • [25] Automatic Shadow Detection and Removal from a Single Image
    Khan, Salman H.
    Bennamoun, Mohammed
    Sohel, Ferdous
    Togneri, Roberto
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (03) : 431 - 446
  • [26] VEHICLE DETECTION FROM VERY-HIGH-RESOLUTION (VHR) AERIAL IMAGERY USING ATTRIBUTE BELIEF PROPAGATION (ABP)
    Wang, Yanli
    Li, Ying
    Zhang, Li
    Huang, Yuchun
    [J]. REMOTE SENSING TECHNOLOGIES AND APPLICATIONS IN URBAN ENVIRONMENTS, 2016, 10008
  • [27] BUILDING DETECTION FROM AERIAL IMAGERY USING INCEPTION RESNET UNET AND UNET ARCHITECTURES
    Aghayari, S.
    Hadavand, A.
    Niazi, S. Mohamadnezhad
    Omidalizarandi, M.
    [J]. ISPRS GEOSPATIAL CONFERENCE 2022, JOINT 6TH SENSORS AND MODELS IN PHOTOGRAMMETRY AND REMOTE SENSING, SMPR/4TH GEOSPATIAL INFORMATION RESEARCH, GIRESEARCH CONFERENCES, VOL. 10-4, 2023, : 9 - 17
  • [28] Improving Building Change Detection in VHR Remote Sensing Imagery by Combining Coarse Location and Co-Segmentation
    Chen, Jie
    Liu, Haifei
    Hou, Jialiang
    Yang, Minhua
    Deng, Min
    [J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2018, 7 (06):
  • [29] Automatic cloud shadow removal in single aerial image
    [J]. Yang, Yuanwei, 1600, Tianjin University (47):
  • [30] Semantic Image Segmentation for Building Detection in Urban Area with Aerial Photograph Image using U-Net Models
    Irwansyah, Edy
    Heryadi, Yaya
    Gunawan, Alexander Agung Santoso
    [J]. 2020 IEEE ASIA-PACIFIC CONFERENCE ON GEOSCIENCE, ELECTRONICS AND REMOTE SENSING TECHNOLOGY (AGERS 2020): UNDERSTANDING THE INTERCTION OF LAND, OCEAN AND ATMOSPHERE: DISASTER MITIGATION AND REGIONAL RESILLIENCE, 2020, : 48 - 51