IEEE Transactions on Geoscience and Remote Sensing · 2006 · 305 citations · 21 references
Natural SciencesEarth SciencesGeoinformaticsGeographic Information SystemsLandscape Pattern AnalysisRemote SensingLand Cover ClassificationLand Cover MappingLand UseAccuracy AssessmentLand Cover AssessmentLand Cover Classification ValidationReference Data ValidationStratificationStratified Random SamplingStratified SamplingStratified Spatial Sampling
The Joint Research Centre of the European Commission (JRC), in partnership with 30 institutions, has produced a global land cover map for the year 2000, the GLC 2000 map. The validation of the GLC2000 product has now been completed. The accuracy assessment relied on two methods: a confidence-building method (quality control based on a comparison with ancillary data) and a quantitative accuracy assessment based on a stratified random sampling of reference data. The sample site stratification used an underlying grid of Landsat data and was based on the proportion of priority land cover classes and on the landscape complexity. A total of 1265 sample sites have been interpreted. The first results indicate an overall accuracy of 68.6%. The GLC2000 validation exercise has provided important experiences. The design-based inference conforms to the CEOS Cal-Val recommendations and has proven to be successful. Both the GLC2000 legend development and reference data interpretations used the FAO Land Cover Classification System (LCCS). Problems in the validation process were identified for areas with heterogeneous land cover. This issue appears in both in the GLC2000 (neighborhood pixel variations) and in the reference data (cartographic and thematic mixed units). Another interesting outcome of the GLC2000 validation is the accuracy reporting. Error statistics are provided from both the producer and user perspective and incorporates measures of thematic similarity between land cover classes derived from LCCS
21
<i>The Mathematical Theory of Communication</i>
Claude E. Shannon, Warren Weaver, Norbert Wiener · Physics Today · 1950 · 9.9K citations
Global land cover mapping from MODIS: algorithms and early results
M. A. Friedl, D.K. McIver, J.C.F. Hodges et al. · Remote Sensing of Environment · 2002 · 2.8K citations
Determination of Deforestation Rates of the World's Humid Tropical Forests
Frédéric Achard, Hugh Eva, Hans‐Jürgen Stibig et al. · Science · 2002 · 2K citations