Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents
Accurate, consistent and timely cropland information over large areas is critical to solve food security issues. To predict and respond to food insecurity, global cropland products are readily available from coarse and medium spatial resolution earth observation data. However, while the use of satel...
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doaj-5e5ab7b854d94d4eb1f03c14209abd052020-11-24T21:48:27ZengMDPI AGRemote Sensing2072-42922017-12-011015310.3390/rs10010053rs10010053Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three ContinentsKamini Yadav0Russell G. Congalton1Department of Natural Resources & the Environment, University of New Hampshire, Durham, NH 03824, USADepartment of Natural Resources & the Environment, University of New Hampshire, Durham, NH 03824, USAAccurate, consistent and timely cropland information over large areas is critical to solve food security issues. To predict and respond to food insecurity, global cropland products are readily available from coarse and medium spatial resolution earth observation data. However, while the use of satellite imagery has great potential to identify cropland areas and their specific types, the full potential of this imagery has yet to be realized due to variability of croplands in different regions. Despite recent calls for statistically robust and transparent accuracy assessment, more attention regarding the accuracy assessment of large area cropland maps is still needed. To conduct a valid assessment of cropland maps, different strategies, issues and constraints need to be addressed depending upon various conditions present in each continent. This study specifically focused on dealing with some specific issues encountered when assessing the cropland extent of North America (confined to the United States), Africa and Australia. The process of accuracy assessment was performed using a simple random sampling design employed within defined strata (i.e., Agro-Ecological Zones (AEZ’s) for the US and Africa and a buffer zone approach around the cropland areas of Australia. Continent-specific sample analysis was performed to ensure that an appropriate reference data set was used to generate a valid error matrix indicative of the actual cropland proportion. Each accuracy assessment was performed within the homogenous regions (i.e., strata) of different continents using different sources of reference data to produce rigorous and valid accuracy results. The results indicate that continent-specific modified assessments performed for the three selected continents demonstrate that the accuracy assessment can be easily accomplished for a large area such as the US that has extensive availability of reference data while more modifications were needed in the sampling design for other continents that had little to no reference data and other constraints. Each continent provided its own unique challenges and opportunities. Therefore, this paper describes a tale of these three continents providing recommendations to adapt accuracy assessment strategies and methodologies for validating global cropland extent maps.https://www.mdpi.com/2072-4292/10/1/53global cropland productslarge area accuracy assessmentagro-ecological zones (AEZ’s)crop buffer zonessampling analysissample size |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kamini Yadav Russell G. Congalton |
spellingShingle |
Kamini Yadav Russell G. Congalton Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents Remote Sensing global cropland products large area accuracy assessment agro-ecological zones (AEZ’s) crop buffer zones sampling analysis sample size |
author_facet |
Kamini Yadav Russell G. Congalton |
author_sort |
Kamini Yadav |
title |
Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents |
title_short |
Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents |
title_full |
Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents |
title_fullStr |
Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents |
title_full_unstemmed |
Issues with Large Area Thematic Accuracy Assessment for Mapping Cropland Extent: A Tale of Three Continents |
title_sort |
issues with large area thematic accuracy assessment for mapping cropland extent: a tale of three continents |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2017-12-01 |
description |
Accurate, consistent and timely cropland information over large areas is critical to solve food security issues. To predict and respond to food insecurity, global cropland products are readily available from coarse and medium spatial resolution earth observation data. However, while the use of satellite imagery has great potential to identify cropland areas and their specific types, the full potential of this imagery has yet to be realized due to variability of croplands in different regions. Despite recent calls for statistically robust and transparent accuracy assessment, more attention regarding the accuracy assessment of large area cropland maps is still needed. To conduct a valid assessment of cropland maps, different strategies, issues and constraints need to be addressed depending upon various conditions present in each continent. This study specifically focused on dealing with some specific issues encountered when assessing the cropland extent of North America (confined to the United States), Africa and Australia. The process of accuracy assessment was performed using a simple random sampling design employed within defined strata (i.e., Agro-Ecological Zones (AEZ’s) for the US and Africa and a buffer zone approach around the cropland areas of Australia. Continent-specific sample analysis was performed to ensure that an appropriate reference data set was used to generate a valid error matrix indicative of the actual cropland proportion. Each accuracy assessment was performed within the homogenous regions (i.e., strata) of different continents using different sources of reference data to produce rigorous and valid accuracy results. The results indicate that continent-specific modified assessments performed for the three selected continents demonstrate that the accuracy assessment can be easily accomplished for a large area such as the US that has extensive availability of reference data while more modifications were needed in the sampling design for other continents that had little to no reference data and other constraints. Each continent provided its own unique challenges and opportunities. Therefore, this paper describes a tale of these three continents providing recommendations to adapt accuracy assessment strategies and methodologies for validating global cropland extent maps. |
topic |
global cropland products large area accuracy assessment agro-ecological zones (AEZ’s) crop buffer zones sampling analysis sample size |
url |
https://www.mdpi.com/2072-4292/10/1/53 |
work_keys_str_mv |
AT kaminiyadav issueswithlargeareathematicaccuracyassessmentformappingcroplandextentataleofthreecontinents AT russellgcongalton issueswithlargeareathematicaccuracyassessmentformappingcroplandextentataleofthreecontinents |
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