Quantifying temporal changes in gully erosion areas with object oriented analysis

Addink, 2008, Recognizing meanders to reconstruct river dynamics of the Ganges, 373 Bouaziz, 2009, Gully erosion mapping using ASTER data and drainage network analysis in the main Ethiopian rift Breiman, 2001, Random forests, Mach. Learn., 45, 5, 10.1023/A:1010933404324 Brooks, 2009, Alluvial gully erosion: an example from the Mitchell fluvial megafan, Queensland, Australia, Earth Surf. Process Landf., 34, 1951, 10.1002/esp.1883 Burkard, 1997, Patterns and controls of gully growth along the shoreline of Lake Huron, Earth Surf. Process. Landf., 22, 901, 10.1002/(SICI)1096-9837(199710)22:10<901::AID-ESP743>3.0.CO;2-O Darwish, 2013 DESIRE Dragut, 2010, ESP: a tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data, Int. J. Geogr. Inf. Sci., 24, 859, 10.1080/13658810903174803 Eustace, 2009, Give me the dirt: detection of gully extent and volume using high-resolution lidar, 255 Fang, 2008, Effect of rainfall regime and slope on runoff in a gullied loess region on the loess plateau in China, Environ. Manag., 42, 402, 10.1007/s00267-008-9122-6 Giordano, 1991, Analysis and correlation of the existing soil erosion maps in the Mediterranean basin, Quad. Sci. Suolo, 3, 97 Govers, 1990, Empirical relationships for the transport capacity of overland flow Haralick, 1973, Textural features for image classification, IEEE Trans. Syst. Man Cybern., 3, 610, 10.1109/TSMC.1973.4309314 Hengl Hessel, 2007, Suitability of transport equations in modelling soil erosion for a small loess plateau catchment, Eng. Geol., 91, 56, 10.1016/j.enggeo.2006.12.013 Horning, 2004, Understanding image scale and resolution, remote sensing resources Jetten, 2003, Erosion models: quality of spatial predictions, Hydrol. Process., 17, 887, 10.1002/hyp.1168 Jetten, 2006, Spatial Modelling of Ephemeral Gully Incision: a Combined Empirical and Physical Approach, 209 Johansen, 2010, Object-based mapping of gullies from SPOT-5 imagery and ancillary data over catchment extents Knight, 2007, Large-area, high-resolution remote sensing based mapping of alluvial gully erosion in Australia's tropical rivers, 199 Kuhnert, 2009, Incorporating uncertainty in gully erosion calculations using the random forests modelling approach, Environmetrics, 21, 493 Lu, 2011, Object-oriented change detection for landslide rapid mapping, IEEE Geosci. Remote Sens. Lett., 8, 701, 10.1109/LGRS.2010.2101045 Malik, 2005, Extreme rainfall events as a triggering mechanism for erosion analysed by means of anatomical changes in exposed roots in permanent gullies (southern Poland), 203 Marghany, 2006, Automatic detection of lineaments from LANDSAT images in United Arab Emirate (UAE) Martha, 2010, Landslide volumetric analysis using Cartosat-1-derived DEMs, IEEE Geosci. Remote Sens. Lett., 7, 582, 10.1109/LGRS.2010.2041895 Martha, 2012, Object-oriented analysis of multi-temporal panchromatic images for creation of historical landslide inventories, ISPRS J. Photogramm. Remote Sens., 67, 105, 10.1016/j.isprsjprs.2011.11.004 Marzolff, 2009, The potential of 3D gully monitoring with GIS using high resolution aerial photography and a digital photogrammetry system, Geomorphology, 111, 48, 10.1016/j.geomorph.2008.05.047 Mitchel, 1981, Soil degradation mapping from Landsat imagery in North Africa and Middle East, 49 Moore, 1993, Soil attribute prediction using terrain analysis, Soil Sci. Soc. Am. J., 57, 443, 10.2136/sssaj1993.03615995005700020026x Nachtergaele, 1999, Assessment of soil losses by ephemeral gully erosion using high-altitude (stereo) aerial photographs, Earth Surf. Process. Landf., 24, 693, 10.1002/(SICI)1096-9837(199908)24:8<693::AID-ESP992>3.0.CO;2-7 Ozdemir, 2008, Estimation of tree size diversity using object oriented texture analysis and Aster imagery, Sensors, 8, 4709, 10.3390/s8084709 Pellikkaa, 2005, Environmental change monitoring applying satellite and airborne remote sensing data in the Taita Hills, Kenya, 223 Perroy, 2010, Comparison of gully erosion estimates using airborne and ground-based LiDAR on Santa Cruz Island, California, Geomorphology, 118, 288, 10.1016/j.geomorph.2010.01.009 Poesen, 2011, Challenges in gully erosion research, 17, 5 Poesen, 2003, Gully erosion and environmental change: importance and research needs, Catena, 50, 91, 10.1016/S0341-8162(02)00143-1 Robinson, 1992, The Delaunay/Voronoi selection graph: a method for extracting shape information from 2-d dot-patterns with an extension to 3-D, 19 Rojkov, 1981 Rustomji, 2001, Spatial patterns of sediment delivery to valley floors: sensitivity to sediment transport capacity and hillslope hydrology relations, Hydrol. Process., 15, 1003, 10.1002/hyp.231 Shruthi, 2011, Object-based gully feature extraction using high resolution imagery, Geomorphology, 134, 260, 10.1016/j.geomorph.2011.07.003 Shruthi, 2014, Object-based gully system prediction using random forest, Geomorphology, 10.1016/j.geomorph.2014.04.006 Singh, 1977, Interpretation of satellite imagery for delineation of ravines, J. Indian Soc. Remote Sens., 1, 31, 10.1007/BF03025387 Sirviö, 2004, Geoinformation in gully erosion studies in Taita hills, SE-Kenya, Prelimanary results, 17 Song, 2001, Classification and change detection using Landsat TM data: when and how to correct atmospheric effects?, Remote Sens. Environ., 75, 230, 10.1016/S0034-4257(00)00169-3 Stumpf, 2011, Object-oriented mapping of landslides using Random Forests, Remote Sens. Environ., 115, 2564, 10.1016/j.rse.2011.05.013 Stumpf, 2013, Image-based mapping of surface fissures for the investigation of landslide dynamics, Geomorphology, 186, 12, 10.1016/j.geomorph.2012.12.010 Tarboton, 1997, A new method for the determination of flow directions and contributing areas in grid digital elevation models, Water Resour. Res., 33, 309, 10.1029/96WR03137 UNEP, 1994 Valentin, 2004, Overland flow, erosion and associated sediment and biogeochemical transports, 317 Van Den Eeckhaut, 2012, Object-oriented identification of forested landslides with derivatives of single pulse LiDAR data, Geomorphology, 173, 30, 10.1016/j.geomorph.2012.05.024 van Dijck, 2006, Desertification in northern Morocco due to effects of climate change on groundwater recharge, 549 Voloschuk, 1974, Relation between the distribution of eroded soils and the morphological features of the relief, 46 Vrieling, 2007, Automatic identification of erosion gullies with ASTER imagery in the Brazilian Cerrados, Int. J. Remote Sens., 28, 2723, 10.1080/01431160600857469 Vrieling, 2008, Timing of erosion and satellite data: a multi-resolution approach to soil erosion risk mapping, Int. J. Appl. Earth Obs. Geoinf., 10, 267, 10.1016/j.jag.2007.10.009 Woodcock, 1987, The factor of scale in remote sensing, Remote Sens. Environ., 21, 311, 10.1016/0034-4257(87)90015-0 Zevenbergen, 1989 Zhang, 2006, Multi-image matching for DSM generationfrom Ikonos imagery, ISPRS J. Photogramm. Remote Sens., 60, 195, 10.1016/j.isprsjprs.2006.01.001