Evaluation of different machine learning methods and deep-learning convolutional neural networks for landslide detection
作者： Omid Ghorbanzadeh , Thomas Blaschke , Khalil Gholamnia , Sansar Meena , Dirk Tiede
DOI: 10.3390/RS11020196
关键词:
摘要: … landslide detection method achieved a landslide detection … first to use CNNs for landslide detection, but that the potential … we apply CNN methods to landslide detection based on optical …
harvard.edu
utas.edu.au
utwente.nl
mdpi.com参考文章(48)
T. Blaschke, Object based image analysis for remote sensing Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 65, pp. 2- 16 ,(2010) , 10.1016/J.ISPRSJPRS.2009.06.004
Daniel Hölbling, Petra Füreder, Francesco Antolini, Francesca Cigna, Nicola Casagli, Stefan Lang, A Semi-Automated Object-Based Approach for Landslide Detection Validated by Persistent Scatterer Interferometry Measures and Landslide Inventories Remote Sensing. ,vol. 4, pp. 1310- 1336 ,(2012) , 10.3390/RS4051310
D. Di Martire, M. De Rosa, V. Pesce, M. A. Santangelo, D. Calcaterra, Landslide hazard and land management in high-density urban areas of Campania region, Italy Natural Hazards and Earth System Sciences. ,vol. 12, pp. 905- 926 ,(2012) , 10.5194/NHESS-12-905-2012
Dieu Tien Bui, Tran Anh Tuan, Harald Klempe, Biswajeet Pradhan, Inge Revhaug, Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree Landslides. ,vol. 13, pp. 361- 378 ,(2016) , 10.1007/S10346-015-0557-6
Soyoung Park, Chuluong Choi, Byungwoo Kim, Jinsoo Kim, Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea Environmental Earth Sciences. ,vol. 68, pp. 1443- 1464 ,(2013) , 10.1007/S12665-012-1842-5
Gregory C. Ohlmacher, Plan curvature and landslide probability in regions dominated by earth flows and earth slides Engineering Geology. ,vol. 91, pp. 117- 134 ,(2007) , 10.1016/J.ENGGEO.2007.01.005
Jie Dou, Kuan-Tsung Chang, Shuisen Chen, Ali Yunus, Jin-King Liu, Huan Xia, Zhongfan Zhu, Automatic Case-Based Reasoning Approach for Landslide Detection: Integration of Object-Oriented Image Analysis and a Genetic Algorithm Remote Sensing. ,vol. 7, pp. 4318- 4342 ,(2015) , 10.3390/RS70404318
Fausto Guzzetti, Alessandro Cesare Mondini, Mauro Cardinali, Federica Fiorucci, Michele Santangelo, Kang-Tsung Chang, Landslide inventory maps: New tools for an old problem Earth-Science Reviews. ,vol. 112, pp. 42- 66 ,(2012) , 10.1016/J.EARSCIREV.2012.02.001
Bakhtiar Feizizadeh, Majid Shadman Roodposhti, Piotr Jankowski, Thomas Blaschke, A GIS-based extended fuzzy multi-criteria evaluation for landslide susceptibility mapping Computers & Geosciences. ,vol. 73, pp. 208- 221 ,(2014) , 10.1016/J.CAGEO.2014.08.001
J. D. PAOLA, R. A. SCHOWENGERDT, A review and analysis of backpropagation neural networks for classification of remotely-sensed multi-spectral imagery International Journal of Remote Sensing. ,vol. 16, pp. 3033- 3058 ,(1995) , 10.1080/01431169508954607