Multi-scale object-based image analysis and feature selection of multi-sensor earth observation imagery using random forests

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Improved Land Cover Mapping using Random Forests Combined with Landsat Thematic Mapper Imagery and Ancillary Geographic Data

(2013) Xiaodong Na et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

A medium-resolution remote sensing classification of agricultural areas in Alberta grizzly bear habitat

(2011) Adam Collingwood et al.   CANADIAN JOURNAL OF REMOTE SENSING

Comparison of Landsat multispectral and IRS panchromatic imagery for landscape pattern analysis of grizzly bear habitat in agricultural areas of western Alberta

(2011) Kai Wang et al.   CANADIAN JOURNAL OF REMOTE SENSING

Comparison of pixel- and object-based classification in land cover change mapping

(2011) Laura Dingle Robertson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Segmentation and object-oriented classification of wetlands in a karst Florida landscape using multi-season Landsat-7 ETM+ imagery

(2011) R. C. Frohn et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Multi-scale GEOBIA with very high spatial resolution digital aerial imagery: scale, texture and image objects

(2011) Minho Kim et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object-based urban detailed land cover classification with high spatial resolution IKONOS imagery

(2011) Ruiliang Pu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Discriminating the early stages of Sirex noctilio infestation using classification tree ensembles and shortwave infrared bands

(2011) R. Ismail et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessing the susceptibility of semiarid rangelands to wildfires using Terra MODIS and Landsat Thematic Mapper data

(2011) Fang Chen et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

The selection of appropriate spectrally bright pseudo-invariant ground targets for use in empirical line calibration of SPOT satellite imagery

(2011) Barnaby Clark et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Image segmentation scale parameter optimization and land cover classification using the Random Forest algorithm

(2011) A. Smith   Journal of Spatial Science

Object-based crop identification using multiple vegetation indices, textural features and crop phenology

(2011) José M. Peña-Barragán et al.   REMOTE SENSING OF ENVIRONMENT

Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery

(2011) Soe W. Myint et al.   REMOTE SENSING OF ENVIRONMENT

Contextual land-cover classification: incorporating spatial dependence in land-cover classification models using random forests and the Getis statistic

(2011) B. Ghimire et al.   Remote Sensing Letters

Assessing object-based classification: advantages and limitations

(2011) Desheng Liu et al.   Remote Sensing Letters

The effect of input data transformations on object-based image analysis

(2011) Christopher D. Lippitt et al.   Remote Sensing Letters

Examining the utility of random forest and AISA Eagle hyperspectral image data to predictPinus patulaage in KwaZulu-Natal, South Africa

(2011) Michelle Dye et al.   Geocarto International

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Per-Field Irrigated Crop Classification in Arid Central Asia Using SPOT and ASTER Data

(2010) Christopher Conrad et al.   Remote Sensing

Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms

(2009) J.R. Otukei et al.   International Journal of Applied Earth Observation and Geoinformation

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluating high resolution SPOT 5 satellite imagery to estimate crop yield

(2009) C. Yang et al.   PRECISION AGRICULTURE

Monitoring of cropland practices for carbon sequestration purposes in north central Montana by Landsat remote sensing

(2009) Jennifer D. Watts et al.   REMOTE SENSING OF ENVIRONMENT

Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors

(2009) Gyanesh Chander et al.   REMOTE SENSING OF ENVIRONMENT

Integrating Landsat TM and SRTM-DEM derived variables with decision trees for habitat classification and change detection in complex neotropical environments

(2008) Steven E. Sesnie et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT

Object-based classification using Quickbird imagery for delineating forest vegetation polygons in a Mediterranean test site

(2007) Georgios Mallinis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Large-area crop mapping using time-series MODIS 250 m NDVI data: An assessment for the U.S. Central Great Plains

(2007) Brian D. Wardlow et al.   REMOTE SENSING OF ENVIRONMENT