UNSUPERVISED CHANGE DETECTION IN BUILT-UP AREAS BY MULTI-TEMPORAL POLARIMETRIC SAR IMAGES

被引:0
|
作者
Pirrone, Davide [2 ,3 ]
De, Shaunak [1 ]
Bhattacharya, Avik [1 ]
Bruzzone, Lorenzo [2 ]
Bovolo, Francesca [3 ]
机构
[1] Indian Inst Technol, Ctr Studies Resources Engn, Mumbai 400076, Maharashtra, India
[2] Univ Trento, Dept Informat Engn & Comp Sci, I-38123 Trento, Italy
[3] Fdn Bruno Kessler, Ctr Informat & Commun Technol, I-38122 Trento, Italy
来源
2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2017年
关键词
Change Detection; Polarimetric SAR; Unsupervised; Eigenvalues decomposition; Built-up areas; alpha angle;
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Change detection in large urban areas is an application with increasing relevance. In this domain, Polarimetric SAR (PolSAR) sensors are receiving more attention recently. The enhanced polarimetric information provides useful features which can describe multi-temporal changes. In this work, we aim at introducing an approach for unsupervised change detection with focus on built-up areas that relies on the polarimetric information. This approach is based on the analysis of the multi-temporal a feature obtained from the Cloude-Pottier eigenvalue/eigenvector decomposition. Large differences in the a values can be associated to changes in the dominant scattering mechanism. These are likely to be associated to buildings when built-up areas are considered. Changes are detected according to an automatic and unsupervised approach. Validation is conducted on a pair of UAVSAR images acquired over Los Angeles, USA. Preliminary results highlight the effectiveness of proposed approach.
引用
收藏
页码:4554 / 4557
页数:4
相关论文
共 50 条
  • [41] ROBUST CHANGE DETECTION IN URBAN AREA USING MULTI-TEMPORAL POLARIMETRIC UAVSAR DATA
    Kim, Duk-jin
    Hensley, Scott
    Yun, Sang-Ho
    2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2015, : 2801 - 2804
  • [42] A new method for multi-temporal SAR image-based change detection
    Zhang, Juntuan
    Huang, Shiqi
    Zhu, Guangliang
    Lin, Jun
    PROCEEDINGS OF THE 8TH INTERNATIONAL SYMPOSIUM ON SPATIAL ACCURACY ASSESSMENT IN NATURAL RESOURCES AND ENVIRONMENTAL SCIENCES, VOL II: ACCURACY IN GEOMATICS, 2008, : 298 - 304
  • [43] Review and prospect in change detection of multi-temporal remote sensing images
    Zhang Z.
    Jiang H.
    Pang S.
    Hu X.
    Cehui Xuebao/Acta Geodaetica et Cartographica Sinica, 2022, 51 (07): : 1091 - 1107
  • [44] ASSESSMENT OF MULTI-TEMPORAL CAPELLA SAR DATA FOR CHANGE DETECTION AND CROP MONITORING
    Cazcarra-Bes, Victor
    Busquier, Mario
    Lopez-Sanchez, Juan M.
    Duersch, Michael
    De, Shaunak
    Stringham, Craig
    Castelleti, Davide
    IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 3410 - 3413
  • [45] Practical Considerations in Unsupervised Change Detection Using SAR Images
    Ayhan, Bulent
    Kwan, Chiman
    2019 IEEE 10TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE (UEMCON), 2019, : 334 - 339
  • [46] A Texture Measure Defined Over Intuitionistic Fuzzy Set Theory for the Detection of Built-Up Areas in High-Resolution SAR Images
    Li, Na
    Liu, Fang
    Chen, Zengping
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2014, 7 (10) : 4255 - 4265
  • [47] SEMANTIC INTERPRETATION OF MULTI-LEVEL CHANGE DETECTION IN MULTI-TEMPORAL SATELLITE IMAGES
    Radoi, A.
    Tanase, R.
    Datcu, M.
    2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2015, : 4157 - 4160
  • [48] Built-up Area Change Analysis in Hanoi Using Support Vector Machine Classification of Landsat Multi-Temporal Image Stacks and Population Data
    Nong, Duong H.
    Fox, Jefferson
    Miura, Tomoaki
    Saksena, Sumeet
    LAND, 2015, 4 (04) : 1213 - 1231
  • [49] ROBUST UNSUPERVISED NONPARAMETRIC CHANGE DETECTION OF SAR IMAGES
    Garzelli, Andrea
    Zoppetti, Claudia
    Aiazzi, Bruno
    Baronti, Stefano
    Alparone, Luciano
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 1988 - 1991
  • [50] Multivariate Statistical Modeling for Multi-Temporal SAR Change Detection using Wavelet Transforms
    Bouhlel, Nizar
    Ginolhac, Guillaume
    Jolibois, Eric
    Atto, Abdourrahmane
    2015 8TH INTERNATIONAL WORKSHOP ON THE ANALYSIS OF MULTITEMPORAL REMOTE SENSING IMAGES (MULTI-TEMP), 2015,