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A comparison of local variance, fractal dimension, and Moran's I as aids to multispectral image classification

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Pages 1575-1588 | Received 22 Sep 2003, Accepted 23 Sep 2004, Published online: 22 Feb 2007

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Yang Xiao-Niu, Li Jian-Dong & Tang Zhi-Ling. (2011) Study on fractal features of modulated radio signal. Acta Physica Sinica 60:5, pages 056401.
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Triloki Pant, Dharmendra Singh & Tanuja Srivastava. (2010) Advanced fractal approach for unsupervised classification of SAR images. Advances in Space Research 45:11, pages 1338-1349.
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Wenxue Ju & Nina S.-N. Lam. (2009) An improved algorithm for computing local fractal dimension using the triangular prism method. Computers & Geosciences 35:6, pages 1224-1233.
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K.J. Sheffield, S.D. Jones, J.G. Ferwerda, P. Gibbons & A. Zerger. 2009. Innovations in Remote Sensing and Photogrammetry. Innovations in Remote Sensing and Photogrammetry 51 62 .
Mattia Stasolla & Paolo Gamba. (2008) Spatial Indexes for the Extraction of Formal and Informal Human Settlements From High-Resolution SAR Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 1:2, pages 98-106.
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Nina Lam, Guiyun Zhou & Wenxue Ju. 2008. Understanding Dynamics of Geographic Domains. Understanding Dynamics of Geographic Domains 115 130 .
Georgios Mallinis, Nikos Koutsias, Maria Tsakiri-Strati & Michael Karteris. (2008) Object-based classification using Quickbird imagery for delineating forest vegetation polygons in a Mediterranean test site. ISPRS Journal of Photogrammetry and Remote Sensing 63:2, pages 237-250.
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Nina Siu-Ngan Lam. 2008. Advances in Land Remote Sensing. Advances in Land Remote Sensing 341 367 .

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