A platform for crowdsourcing the creation of representative, accurate landcover maps

作者: L.D. Estes , D. McRitchie , J. Choi , S. Debats , T. Evans

DOI: 10.1016/J.ENVSOFT.2016.01.011

关键词: Machine learningRepresentativeness heuristicArtificial intelligencePattern recognition (psychology)Representative samplingCover (telecommunications)Geometric data analysisJob marketQuality (business)Computer scienceCrowdsourcing

摘要: … Crowdsourcing map creation may substantially improve accuracy, particularly for discrete cover types, but the quality and representativeness of crowdsourced data is hard to verify. We …

参考文章(43)
Mark Hardy, Luthando Dziba, Willem Kilian, John Tolmay, Rainfed Farming Systems in South Africa Springer, Dordrecht. pp. 395- 432 ,(2011) , 10.1007/978-1-4020-9132-2_16
Andrew Jacobson, Jasjeet Dhanota, Jessie Godfrey, Hannah Jacobson, Zoe Rossman, Andrew Stanish, Hannah Walker, Jason Riggio, None, A novel approach to mapping land conversion using Google Earth with an application to East Africa Environmental Modelling and Software. ,vol. 72, pp. 1- 9 ,(2015) , 10.1016/J.ENVSOFT.2015.06.011
OMRI ALLOUCHE, ASAF TSOAR, RONEN KADMON, Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS) Journal of Applied Ecology. ,vol. 43, pp. 1223- 1232 ,(2006) , 10.1111/J.1365-2664.2006.01214.X
Luis von Ahn, Manuel Blum, Nicholas J. Hopper, John Langford, CAPTCHA: using hard AI problems for security theory and application of cryptographic techniques. pp. 294- 311 ,(2003) , 10.1007/3-540-39200-9_18
Navin Ramankutty, Amato T. Evan, Chad Monfreda, Jonathan A. Foley, Farming the planet: 1. Geographic distribution of global agricultural lands in the year 2000 Global Biogeochemical Cycles. ,vol. 22, pp. n/a- n/a ,(2008) , 10.1029/2007GB002952
Chad Monfreda, Navin Ramankutty, Jonathan A. Foley, Farming the planet: 2. Geographic distribution of crop areas, yields, physiological types, and net primary production in the year 2000 Global Biogeochemical Cycles. ,vol. 22, pp. n/a- n/a ,(2008) , 10.1029/2007GB002947
Piotr Tokarczyk, Jan Dirk Wegner, Stefan Walk, Konrad Schindler, Features, Color Spaces, and Boosting: New Insights on Semantic Classification of Remote Sensing Images IEEE Transactions on Geoscience and Remote Sensing. ,vol. 53, pp. 280- 295 ,(2015) , 10.1109/TGRS.2014.2321423
D. Gross, G. Dubois, J-F. Pekel, P. Mayaux, M. Holmgren, H.H.T. Prins, C. Rondinini, L. Boitani, Monitoring land cover changes in African protected areas in the 21st century Ecological Informatics. ,vol. 14, pp. 31- 37 ,(2013) , 10.1016/J.ECOINF.2012.12.002
Steffen Fritz, Ian McCallum, Christian Schill, Christoph Perger, Linda See, Dmitry Schepaschenko, Marijn van der Velde, Florian Kraxner, Michael Obersteiner, Geo-Wiki: An online platform for improving global land cover Environmental Modelling and Software. ,vol. 31, pp. 110- 123 ,(2012) , 10.1016/J.ENVSOFT.2011.11.015