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Full-Text Articles in Geography
Evidence For Deviations From Uniform Changes In A Portuguese Watershed Illustrated By Corine Maps: An Intensity Analysis Approach, Zara Teixeira, João C. Marques, Robert Gilmore Pontius
Evidence For Deviations From Uniform Changes In A Portuguese Watershed Illustrated By Corine Maps: An Intensity Analysis Approach, Zara Teixeira, João C. Marques, Robert Gilmore Pontius
Geography
We apply a method to evaluate the strength of the evidence for deviations from uniform land change in a coastal area, in the context of Intensity Analysis. The errors in the CORINE maps at 1990 and 2006 can influence the apparent change, but the errors are unknown because error assessment of the 1990 map has never been released, while the error of the 2006 map has been checked for only some countries. The 1990 and the 2006 maps of a coastal watershed in Portugal served as the data to compute the intensities of changes among eight categories. We evaluate the …
A Generalized Computer Vision Approach To Mapping Crop Fields In Heterogeneous Agricultural Landscapes, Stephanie R. Debats, Dee Luo, Lyndon Estes, Thomas J. Fuchs, Kelly K. Caylor
A Generalized Computer Vision Approach To Mapping Crop Fields In Heterogeneous Agricultural Landscapes, Stephanie R. Debats, Dee Luo, Lyndon Estes, Thomas J. Fuchs, Kelly K. Caylor
Geography
Smallholder farms dominate in many parts of the world, particularly Sub-Saharan Africa. These systems are characterized by small, heterogeneous, and often indistinct field patterns, requiring a specialized methodology to map agricultural land cover. Using a variety of sites in South Africa, we present a new approach to mapping agricultural fields, based on efficient extraction of a vast set of simple, highly correlated, and interdependent features, followed by a random forest classifier. We achieved similar high performance across agricultural types, including the spectrally indistinct smallholder fields as well as the more easily distinguishable commercial fields, and demonstrated the ability to generalize …