Articles | Volume 18, issue 2
https://doi.org/10.5194/essd-18-1331-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-18-1331-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Data description article
| 
19 Feb 2026
Data description article |
| 19 Feb 2026
| 19 Feb 2026
GFC2020: a global map of forest land use for year 2020 to support the EU Deforestation Regulation
Clément Bourgoin
European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy
Astrid Verhegghen
ARHS Developments Italia S.R.L, Milan, 20121, Italy
Food and Agriculture Organization of the United Nations (FAO), Rome, 00100, Italy
Silvia Carboni
European Dynamics Luxembourg S.A., Milan, 20121, Italy
Iban Ameztoy
European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy
Lucas Degreve
European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy
Steffen Fritz
International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, 2361 Laxenburg, Austria
Martin Herold
Helmholtz Center Potsdam GFZ German Research Centre for Geosciences, Remote Sensing and Geoinformatics, Telegrafenberg, Potsdam, 14473, Germany
Wageningen University & Research, Laboratory of Geo-Information Science and Remote Sensing, Droevendaalsesteeg 3, 6708 PB Wageningen, the Netherlands
Nandika Tsendbazar
Wageningen University & Research, Laboratory of Geo-Information Science and Remote Sensing, Droevendaalsesteeg 3, 6708 PB Wageningen, the Netherlands
Myroslava Lesiv
International Institute for Applied Systems Analysis (IIASA), Schlossplatz 1, 2361 Laxenburg, Austria
Frédéric Achard
European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy
René Colditz
CORRESPONDING AUTHOR
European Commission, Joint Research Centre (JRC), Ispra, 21027, Italy
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Cited articles
Bastin, J. F., Berrahmouni, N., Grainger, A., Maniatis, D., Mollicone, D., Moore, R., Patriarca, C., Picard, N., Sparrow, B., Abraham, E. M., Aloui, K., Atesoglu, A., Attore, F., Bassüllü, Ç., Bey, A., Garzuglia, M., García-Montero, L. G, Groot, N., Guerin, G., Laestadius, L., Lowe, A. J, Mamane, B., Marchi, G., Patterson, P., Rezende, M., Ricci, S., Salcedo, I., Diaz, A. S. P, Stolle, F., Surappaeva, V., and Castro, R.: The Extent of Forest in Dryland Biomes, Science, 356, 635–638, https://doi.org/10.1126/science.aam6527, 2017.
Bourgoin, C.: Joint Research Centre – Global Forest Cover for year 2020, version 2. Code source, figshare [software], https://doi.org/10.6084/m9.figshare.29315528.v1, 2025.
Bourgoin, C., Oszwald, J., Bourgoin, J., Gond, V., Blanc, L., Dessard, H., Van Phan, T., Sist, P., Läderach, P., and Reymondin L.: Assessing the Ecological Vulnerability of Forest Landscape to Agricultural Frontier Expansion in the Central Highlands of Vietnam, International Journal of Applied Earth Observation and Geoinformation, 84, 101958, https://doi.org/10.1016/j.jag.2019.101958, 2020.
Bourgoin, C., Verhegghen, A., Degreve, L., Ameztoy, I., Carboni, S., Colditz, R., and Achard, F.: Global map of forest cover 2020 – version 2 [deprecated], European Commission, Joint Research Centre (JRC) [data set], http://data.europa.eu/89h/e554d6fb-6340-45d5-9309-332337e5bc26, 2024a.
Bourgoin, C., Ceccherini, G., Girardello, M., Vancutsem, C., Avitabile, V., Beck, P. S. A., Beuchle, R., Blanc, L., Duveiller, G., Migliavacca, M., Vieilledent, G., Cescatti, A., and Achard, F.: Human Degradation of Tropical Moist Forests Is Greater than Previously Estimated, Nature, 631, 570–576, https://doi.org/10.1038/s41586-024-07629-0, 2024b.
Bourgoin, C., Ameztoy, I., Verhegghen, A., Desclée, B., Carboni, S., Bastin, J.-F., Beuchle, R., Brink, A., Defourny, P., Delhez, B., Fritz, S., Gond, V., Herold, M., Lamarche, C., Mansuy, N., Mollicone, D., Oom, D., Peedell, S., San-Michel, J., Colditz, R., and Achard, F.: Mapping Global Forest Cover of the Year 2020 to Support the EU Regulation on Deforestation-Free Supply Chains, Publications Office of the European Union, https://doi.org/10.2760/262532, 2024c.
Bourgoin, C., Verhegghen, A., Carboni, S., Degrève, L., Ameztoy Aramendi, I., Ceccherini, G., Colditz, R., and Achard, F.: Global Forest Maps for the Year 2020 to Support the EU Regulation on Deforestation-Free Supply Chains – Improved Map of Global Forest Cover (GFC2020) and Preliminary Map of Global Forest Types (GFT2020), Publications Office of the European Union, https://doi.org/10.2760/1975879, 2025.
Buchhorn, M., Lesiv, M., Tsendbazar, N.-E., Herold, M., Bertels, L., and Smets, B.: Copernicus global Land Cover layers – collection 2, Remote Sens., 12, 1044, https://doi.org/10.3390/rs12061044, 2020.
Brandt, J., Ertel, J., Spore, J., and Stolle, F.: Wall-to-Wall Mapping of Tree Extent in the Tropics with Sentinel-1 and Sentinel-2, Remote Sensing of Environment, 292, 113574, https://doi.org/10.1016/j.rse.2023.113574, 2023.
Brown, C. F., Brumby, S. P., Guzder-Williams, B., Birch, T., Brooks Hyde, S., Mazzariello, J., Czerwinski, W., Pasquarella, V. J., Haertel, R., Ilyushchenko, S., Schwehr, K., Weisse, M., Stolle, F., Hanson, C., Guinan, O., Moore, R., and Tait, A. M.: Dynamic World, Near Real-Time Global 10 m Land Use Land Cover Mapping, Scientific Data, 9, 251, https://doi.org/10.1038/s41597-022-01307-4, 2022.
Bunting, P., Rosenqvist, A., Hilarides, L., Lucas, R. M., Thomas, N., Tadono, T., Worthington, T. A., Spalding, M., Murray, N. J., and Rebelo, L. M.: Global Mangrove Extent Change 1996–2020: Global Mangrove Watch Version 3.0, Remote Sensing, 14, 3657, https://doi.org/10.3390/rs14153657, 2022.
Clinton, N., Vollrath, A., D'annunzio, R., Liu, D., Glick, H. B., Descals, A., Sullivan, A., Guinan, O., Abramowitz, J., Stolle, F., Goodman, C., Birch, T., Quinn, D., Danylo, O., Lips, T., Coelho, D., Bihari, E., Cronkite-Ratcliff, B., Poortinga, A., Haghighattalab, A., Notman, E., DeWitt, M., Yonas, A., Donchyts, G., Shah, D., Saah, D., Tenneson, K., Hanh Quyen, N., Verma, M., and Wilcox, A.: A Community Palm Model, arXiv [preprint], https://doi.org/10.48550/arXiv.2405.09530, 2024.
Colditz, R. R., Bourgoin, C., Ameztoy, I., Verhegghen, A., Carboni, S., Desclée, B., and Achard, F.: A Global Forest Cover Map for Year 2020: Purpose, Methodology and First Assessment, in: IGARSS 2024 – 2024 IEEE International Geoscience and Remote Sensing Symposium, 4114–4117, https://doi.org/10.1109/IGARSS53475.2024.10641802, 2024.
Colditz, R., Verhegghen, A., Carboni, S., Bourgoin, C., and Achard, F.: Validation dataset for the global map of forest cover 2020 – version 2, European Commission, Joint Research Centre (JRC) [data set], http://data.europa.eu/89h/8fbace34-a2fe-47b9-ad82-3e9226b7a9a6, 2025a.
Colditz, R. R., Verhegghen, A., Carboni, S., Bourgoin, C., Dürauer, M., Mansuy, N., De Marzo, T., Beuchle, R., Janouskova, K., Armada Bras, T., Desclée, B., Orlowski, K., Mutendeudzi, M., Ameztoy Aramendi, I., Fritz, S., Lesiv, M., Oom, D., Carreiras, J., San-Miguel Ayanz, J., Herold, M., Berger, K., Nepomshina, O., Gond, V., Defourny, P., Lamarche, C., Bos, A., Collet, T., Delhez, B., Mollicone, D., Bastin, J.-F., De Haulleville, T., Brink, A., Lupi, A., Tsendbazar, N., Stehman, S., and Achard, F.: Accuracy Assessment of the Global Forest Cover Map for the Year 2020 – Assessment Protocol and Analysis, Publications Office of the European Union, https://doi.org/10.2760/7632707, 2025b.
Curtis, P. G., Slay, C. M., Harris, N. L., Tyukavina, A., and Hansen, M. C.: Classifying Drivers of Global Forest Loss, Science, 361, 1108–1111, https://doi.org/10.1126/science.aau3445, 2018.
D'Annunzio, R., O'Brien, V., Arnell, A., Neeff, T., Fontanarosa, R., Valbuena Perez, P., Shapiro, A.C., Sanchez-Paus Díaz, A., Merle, C., Vega, J., and Fox, J.: Towards a Digital Public Infrastructure for Deforestation-Related Trade Regulations, FAO, https://doi.org/10.4060/cd0957en, 2024.
Descals, A., Wich, S., Meijaard, E., Gaveau, D. L. A., Peedell, S., and Szantoi, Z.: High-resolution global map of smallholder and industrial closed-canopy oil palm plantations, Earth Syst. Sci. Data, 13, 1211–1231, https://doi.org/10.5194/essd-13-1211-2021, 2021.
Descals, A., Wich, S., Szantoi, Z., Struebig, M. J., Dennis, R., Hatton, Z., Ariffin, T., Unus, N., Gaveau, D. L. A., and Meijaard, E.: High-resolution global map of closed-canopy coconut palm, Earth Syst. Sci. Data, 15, 3991–4010, https://doi.org/10.5194/essd-15-3991-2023, 2023.
Descals, A., Gaveau, D. L. A., Wich, S., Szantoi, Z., and Meijaard, E.: Global mapping of oil palm planting year from 1990 to 2021, Earth Syst. Sci. Data, 16, 5111–5129, https://doi.org/10.5194/essd-16-5111-2024, 2024.
Dubayah, R., Blair, J. B., Goetz, S., Fatoyinbo, L., Hansen, M., Healey, S., Hofton, M., Hurtt, G., Kellner, J., Luthcke, S., Armston, J., Tang, H., Duncanson, L., Hancock, S., Jantz, P., Marselis, S., Patterson, P. L., Qi, W., and Silva, C.: The Global Ecosystem Dynamics Investigation: High-Resolution Laser Ranging of the Earth's Forests and Topography, Science of Remote Sensing, 1, 100002, https://doi.org/10.1016/j.srs.2020.100002, 2020.
Escobar-López, A., Castillo-Santiago, M. A., Mas, J. F., Hernández-Stefanoni, J. L., and López-Martínez, J. O.: Identification of Coffee Agroforestry Systems Using Remote Sensing Data: A Review of Methods and Sensor Data, Geocarto International, 39, 2297555, https://doi.org/10.1080/10106049.2023.2297555, 2024.
EU: Regulation (EU) 2023/1115 of the European Parliament and of the Council of 31 May 2023 on the making available on the Union market and the export from the Union of certain commodities and products associated with deforestation and forest degradation and repealing Regulation (EU) No. 995/2010, https://eur-lex.europa.eu/eli/reg/2023/1115/oj/eng (last access: 4 February 2026), 2023.
EU: Regulation (EU) 2024/3234 of the European Parliament and of the Council of 19 December 2024 amending Regulation (EU) 2023/1115 as regards provisions relating to the date of application. https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=celex%3A32024R3234 (last access: 4 February 2026), 2024.
EU: Regulation (EU) 2025/2650 of the European Parliament and of the Council of 19 December 2025 amending Regulation (EU) 2023/1115 as regards certain obligations of operators and traders, https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=OJ:L_202502650 (last access: 4 February 2026), 2025.
FAO: Global ecological zones for FAO forest reporting: 2010 Update, Forest resources Assessment Working Paper 179, Rome, https://openknowledge.fao.org/handle/20.500.14283/ap861e (last access: 4 February 2026), 2012.
FAO: The Global Administrative Unit Layers (GAUL) 2015, https://developers.google.com/earth-engine/datasets/catalog/FAO_GAUL_2015_level0 (last access: 4 February 2026), 2015.
FAO: Global Forest Resources Assessment 2020 – Terms and Definitions. Forest Resources Assessment Working Paper 188, Food and Agriculture Organization of the United Nations, Rome, 2018.
FAO: Greenhouse gas emissions from agrifood systems. Global, regional and country trends, 2000–2020, FAOSTAT Analytical Brief Series No. 50, Rome, FAO, 2022a.
FAO: FRA 2020 Remote Sensing Survey, FAO Forestry Paper No. 186, Rome, https://doi.org/10.4060/cb9970en, 2022b.
FAO: Global Forest Resources Assessment 2025, Rome, https://doi.org/10.4060/cd6709en, 2025.
Gasser, T., Cias, P., and Lewis, S. L.: How the Glasgow Declaration on Forests Can Help Keep Alive the 1.5 °C Target, Proceedings of the National Academy of Sciences, 119, e2200519119, https://doi.org/10.1073/pnas.2200519119, 2022.
Goldman, E. D., Weisse, M., Harris, N., and Schneider, T.: Estimating the Role of Seven Commodities in Agriculture-Linked Deforestation: Oil Palm, Soy, Cattle, Wood Fiber, Cocoa, Coffee, and Rubber, https://www.wri.org/research/estimating-role-seven-commodities-agriculture-linked-deforestation-oil-palm-soy-cattle (last access: 4 February 2026), 2020.
González, N. C. and Kröger, M.: The Potential of Amazon Indigenous Agroforestry Practices and Ontologies for Rethinking Global Forest Governance, Forest Policy and Economics, 118, 102257, https://doi.org/10.1016/j.forpol.2020.102257, 2020.
Gorelick, N., Hancher, M., Dixon, M., Ilyushchenko, S., Thau, D., and Moore, R.: Google Earth Engine: Planetary-Scale Geospatial Analysis for Everyone, Remote Sensing of Environment, 202, 18–27, https://doi.org/10.1016/j.rse.2017.06.031, 2017.
Hansen, M. C., Potapov, P. V., Moore, R., Hancher, M., Turubanova, S. A., Tyukavina, A., Thau, D., Stehman, S. V., Goetz, S. J., Loveland, T. R., Kommareddy, A., Egorov, A., Chini, L., Justice, C. O., and Townshend, J. R. G.: High-Resolution Global Maps of 21st-Century Forest Cover Change, Science, 342, 850–853, https://doi.org/10.1126/science.1244693, 2013.
Hansen, M. C., Potapov, P. V., Pickens, A. H., Tyukavina, A., Hernandez-Serna, A., Zalles, V., Turubanova, S., Kommareddy, I., Stehman, S. V., Song, X.-P., and Kommareddy, A.: Global Land Use Extent and Dispersion within Natural Land Cover Using Landsat Data, Environmental Research Letters, 17, 034050, https://doi.org/10.1088/1748-9326/ac46ec, 2022.
Harris, N., Goldman, E. D., and Gibbes, S.: Spatial Database of Planted Trees (SDPT Version 1.0), November, https://www.wri.org/research/spatial-database-planted-trees-sdpt-version-10 (last access: 4 February 2026), 2019.
Harris, N. L., Gibbs, D. A., Baccini, A., Birdsey, R. A., de Bruin, S., Farina, M., Fatoyinbo, L., Hansen, M. C., Herold, M., Houghton, R. A., Potapov, P. V., Suarez, D. R., Roman-Cuesta, R. M., Saatchi, S. S., Slay, C. M., Turubanova, S. A., and Tyukavina, A.: Global Maps of Twenty-First Century Forest Carbon Fluxes, Nature Climate Change, 11, 234–240, https://doi.org/10.1038/s41558-020-00976-6, 2021.
Hunka, N., Duncanson, L., Armston, J., Dubayah, R., Healey, S. P., Santoro, M., May, P., Araza, A., Bourgoin, C., Montesano, P. M., Neigh, C. S. R., Grantham, H., Potapov, P., Turubanova, S., Tyukavina, A., Richter, J., Harris, N., Urbazaev, M., Pascual, A., Suarez, D. R., Herold, M., Poulter, B., Wilson, S. N., Grassi, G., Federici, S., Sanz, M. J., and Melo, J.: Intergovernmental Panel on Climate Change (IPCC) Tier 1 Forest Biomass Estimates from Earth Observation, Scientific Data, 11, 1127, https://doi.org/10.1038/s41597-024-03930-9, 2024.
Kalischek, N., Lang, N., Renier, C., Daudt, R. C., Addoah, T., Thompson, W., Blaser-Hart, W. J., Garrett, R., Schindler, K., and Wegner, J. D.: Cocoa Plantations Are Associated with Deforestation in Côte d'Ivoire and Ghana, Nature Food, 4, 384–393, https://doi.org/10.1038/s43016-023-00751-8, 2023.
Lang, N., Jetz, W., Schindler, K., and Wegner, J. D.: A High-Resolution Canopy Height Model of the Earth, Nature Ecology & Evolution, https://doi.org/10.1038/s41559-023-02206-6, 2023.
Lesiv, M., Schepaschenko, D., Buchhorn, M., See, L., Dürauer, M., Georgieva, I., Jung, M., Hofhansl, F., Schulze, K., Bilous, A., Blyshchyk, V., Mukhortova, L., Muñoz Brenes, C. L., Krivobokov, L., Ntie, S., Tsogt, K., Pietsch, S. A., Tikhonova, E., Kim, M., Di Fulvio, F., Su, Y.-F., Zadorozhniuk, R., Sirbu, F. S., Panging, K., Bilous, S., Kovalevskii, S. B., Kraxner, F., Rabia, A. H., Vasylyshyn, R., Ahmed, R., Diachuk, P., Kovalevskyi, S. S., Bungnamei, K., Bordoloi, K., Churilov, A., Vasylyshyn, O., Sahariah, D., Tertyshnyi, A. P., Saikia, A., Malek, Ž., Singha, K., Feshchenko, R., Prestele, R., Akhtar, I. U. H., Sharma, K., Domashovets, G., Spawn-Lee, S. A., Blyshchyk, O., Slyva, O., Ilkiv, M., Melnyk, O., Sliusarchuk, V., Karpuk, A., Terentiev, A., Bilous, V., Blyshchyk, K., Bilous, M., Bogovyk, N., Blyshchyk, I., Bartalev, S., Yatskov, M., Smets, B., Visconti, P., Mccallum, I., Obersteiner, M., and Fritz, S.: Global Forest Management Data for 2015 at a 100 m Resolution, Scientific Data, 199, https://doi.org/10.1038/s41597-022-01332-3, 2022.
Masolele, R. N., Marcos, D., De Sy, V., Abu, I. O., Verbesselt, J., Reiche, J., and Herold, M.: Mapping the Diversity of Land Uses Following Deforestation across Africa, Scientific Reports, 14, 1681, https://doi.org/10.1038/s41598-024-52138-9, 2024.
Maus, V., Giljum, S., da Silva, D. M., Gutschlhofer, J., da Rosa, R. P., Luckeneder, S., Gass, S. L. B., Lieber, M., and McCallum, I.: An Update on Global Mining Land Use, Scientific Data, 9, 433, https://doi.org/10.1038/s41597-022-01547-4, 2022.
Mercier, A., Betbeder, J., Rumiano, F., Gond, V., Blanc, L., Bourgoin, C., Cornu, G., Poccard-Chapuis, R., Baudry, J., and Hubert-Moy, L.: Evaluation of Sentinel-1 and 2 Time Series for Land Cover Classification of Forest–Agriculture Mosaics in Temperate and Tropical Landscapes, Remote Sensing, 20, https://doi.org/10.3390/rs11080979, 2019.
Moudrý, V., Gábor, L., Marselis, S., Pracná, P., Barták, V., Prošek, J., Navrátilová, B., Novotný, J., Potůčková, M., Gdulová, K., Crespo-Peremarch, P., Komárek, J., Malavasi, M., Rocchini, D., Ruiz, L. A., Torralba, J., Torresani, M., Cazzolla Gatti, R., and Wild, J.: Comparison of Three Global Canopy Height Maps and Their Applicability to Biodiversity Modeling: Accuracy Issues Revealed, Ecosphere, 15, e70026, https://doi.org/10.1002/ecs2.70026, 2024.
Neumann, M., Raichuk, A., Stanimirova, R., Sims, M., Carter, S., Goldman, E., Rey, M., Jiang, Y., Anderson, K., Poklukar, P., Tarrio, K., Lesiv, M., Fritz, S., Clinton, N., Stanton, C., Morris, D., and Purves, D.: Natural forests of the world – a 2020 baseline for deforestation and degradation monitoring, Sci. Data, 12, 1715, https://doi.org/10.1038/s41597-025-06097-z, 2025.
Pan, Y., Birdsey, R. A., Phillips, O. L., Houghton, R. A., Fang, J., Kauppi, P. E., Keith, H., Kurz, W. A., Ito, A., Lewis, S. L., Nabuurs, G.-J., Shvidenko, A., Hashimoto, S., Lerink, B., Schepaschenko, D., Castanho, A., and Murdiyarso, D.: The Enduring World Forest Carbon Sink, Nature, 631, 563–569, https://doi.org/10.1038/s41586-024-07602-x, 2024.
Parente, L., Sloat, L., Mesquita, V., Consoli, D., Stanimirova, R., Hengl, T., Bonannella, C., Teles, N., Wheeler, I., Hunter, M., Ehrmann, S., Ferreira, L., Mattos, A. P., Oliveira, B., Meyer, C., Şahin, M., Witjes, M., Fritz, S., Malek, Z., and Stolle, F.: Annual 30-m Maps of Global Grassland Class and Extent (2000–2022) Based on Spatiotemporal Machine Learning, Scientific Data, 11, 1303, https://doi.org/10.1038/s41597-024-04139-6, 2024.
Pauls, J., Zimmer, M., Kelly, U. M., Schwartz, M., Saatchi, S., Ciais, P., Pokutta. S., Brandt, M., and Gieseke, F.: Estimating Canopy Height at Scale, arXiv, https://doi.org/10.48550/arxiv.2406.01076, 2024.
Pekel, J. F., Cottam, A., Gorelick, N., and Belward, A. S.: High-Resolution Mapping of Global Surface Water and Its Long-Term Changes, Nature, 540, 418–422, https://doi.org/10.1038/nature20584, 2016.
Pendrill, F., Gardner, T. A., Meyfroidt, P., Persson, U. M., Adams, J., Azevedo, T., Bastos Lima, M. G., Baumann, M., Curtis, P. G., De Sy, V., Garrett, R., Godar, J., Goldman, E. D., Hansen, M. C., Heilmayr, R., Herold, M., Kuemmerle, T., Lathuillière, M. J., Ribeiro, V., Tyukavina, A., Weisse, M. J., and Wes, C.: Disentangling the Numbers behind Agriculture-Driven Tropical Deforestation, Science, 377, eabm9267, https://doi.org/10.1126/science.abm9267, 2022.
Pesaresi, M. and Politis, P.: GHS-BUILT-C R2023A – GHS Settlement Characteristics, Derived from Sentinel2 Composite (2018) and Other GHS R2023A Data, May, https://doi.org/10.2905/3C60DDF6-0586-4190-854B-F6AA0EDC2A30, 2023.
Potapov, P., Li, X., Hernandez-Serna, A., Tyukavina, A., Hansen, M. C., Kommareddy, A., Pickens, A., Turubanova, S., Tang, H., Silva, C. E., Armston, J., Dubayah, R., Blair, J. B., and Hofton, M.: Mapping Global Forest Canopy Height through Integration of GEDI and Landsat Data, Remote Sensing of Environment, 253, 112165, https://doi.org/10.1016/j.rse.2020.112165, 2021.
Potapov, P., Turubanova, S., Hansen, M. C., Tyukavina, A., Zalles, V., Khan, A., Song, X. P., Pickens, A., Shen, Q., and Cortez, J.: Global Maps of Cropland Extent and Change Show Accelerated Cropland Expansion in the Twenty-First Century, Nature Food, 3, 19–28, https://doi.org/10.1038/s43016-021-00429-z, 2022.
Reiche, J., Mullissa, A., Slagter, B., Gou, Y., Tsendbazar, N.-E., Odongo-Braun, C., Vollrath, A., Weisse, M. J., Stolle, F., Pickens, A., Donchyts, G., Clinton, N., Gorelick, N., and Herold, M.: Forest Disturbance Alerts for the Congo Basin Using Sentinel-1, Environmental Research Letters, 16, 024005, https://doi.org/10.1088/1748-9326/abd0a8, 2021.
Renier, C., Vandromme, M., Meyfroidt, P., Ribeiro, V., Kalischek, N., and Ermgassen, E.: Transparency, Traceability and Deforestation in the Ivorian Cocoa Supply Chain, Environmental Research Letters, 18, 024030, https://doi.org/10.1088/1748-9326/acad8e, 2023.
Richter, J., Goldman, E., Harris, N., Gibbs, D., Rose, M., Peyer, S., Richardson, S., and Velappan, H.: Spatial Database of Planted Trees (SDPT Version 2.0), June, https://www.wri.org/research/spatial-database-planted-trees-sdpt-version-2 (last access: 4 February 2026), 2024.
Schepaschenko, D., See, L., Lesiv, M., McCallum, I., Fritz, S., Salk, C., Moltchanova, E., Perger, C., Shchepashchenko, M., Shvidenko, A., Kovalevskyi, S., Gilitukha, D., Albrecht, F., Kraxner, F., Bun, A., Maksyutov, S., Sokolov, A., Dürauer, M., Obersteiner, M., Karminov, V., and Ontikov, P.: Development of a global hybrid forest mask through the synergy of remote sensing, crowdsourcing and FAO statistics, Remote Sensing of Environment, 162, 208–220, https://doi.org/10.1016/j.rse.2015.02.011, 2015.
Schiavina, M., Melchiorri, M., and Pesaresi, M.: GHS-SMOD R2023A – GHS Settlement Layers, Application of the Degree of Urbanisation Methodology (Stage I) to GHS-POP R2023A and GHS-BUILT-S R2023A, Multitemporal (1975–2030), May, https://doi.org/10.2905/A0DF7A6F-49DE-46EA-9BDE-563437A6E2BA, 2023.
Shapiro, A., d'Annunzio, R., Desclée, B., Jungers, Q., Koy Kondjo, H., Mbulito Iyanga, J., Gangyo, F. I., Nana, T., Obame, C. V., Milandou, C., Rambaud, P., Sonwa, D. J., Mertens, B., Tchana, E., Khasa, D., Bourgoin, C., Ouissika, C. B., and Kipute, D. D.: Small Scale Agriculture Continues to Drive Deforestation and Degradation in Fragmented Forests in the Congo Basin (2015–2020), Land Use Policy, 134, 106922, https://doi.org/10.1016/j.landusepol.2023.106922, 2023.
Simonetti, D., Marelli, A., and Eva, H. D.: IMPACT: Portable GIS toolbox image processing and land cover mapping, Luxembourg, Publications Office of the European Union, EUR 27358 EN, ISBN 978-92-79-50115-9, https://publications.jrc.ec.europa.eu/repository/handle/JRC96789 (last access: 4 February 2026), 2015.
Simonetti, D., Degreve, L., Bourgoin, C., Achard, F., and Colditz, R.: Geospatial Analysis Tools supporting the Risk Assessment of the Regulation on deforestation-free supply chains, Publications Office of the European Union, Luxembourg, JRC141229, https://doi.org/10.2760/5075197, 2025.
Sims, M. J., Stanimirova, R., Raichuk, A., Neumann, M., Richter, J., Follett, F., MacCarthy, J., Lister, K., Randle, C., Sloat, L., Esipova, E., Jupiter, J., Stanton, C., Morris, D., Melhart Slay, C., Purves, D., and Harris, N.: Global Drivers of Forest Loss at 1 Km Resolution, Environmental Research Letters, https://doi.org/10.1088/1748-9326/add606, 2025.
Slagter, B., Reiche, J., Marcos, D., Mullissa, A., Lossou, E., Peña-Claros, M., and Herold, M.: Monitoring Direct Drivers of Small-Scale Tropical Forest Disturbance in near Real-Time with Sentinel-1 and -2 Data, Remote Sensing of Environment, 295, 113655, https://doi.org/10.1016/j.rse.2023.113655, 2023.
Song, X.-P., Hansen, M. C., Potapov, P., Adusei, B., Pickering, J., Adami, M., Lima, A., Zalles, V., Stehman, S. V., Di Bella, C. M., Conde, M. C., Copati, E. J., Fernandes, L. B., Hernandez-Serna, A., Jantz, S. M., Pickens, A. H., Turubanova, S., and Tyukavina, A.: Massive Soybean Expansion in South America since 2000 and Implications for Conservation, Nature Sustainability, 4, 784–792, https://doi.org/10.1038/s41893-021-00729-z, 2021.
Stehman, S. V.: Estimating Area from an Accuracy Assessment Error Matrix, Remote Sensing of Environment, 132, 202–211, https://doi.org/10.1016/j.rse.2013.01.016, 2013.
Stehman, S. V.: Estimating Area and Map Accuracy for Stratified Random Sampling When the Strata Are Different from the Map Classes, International Journal of Remote Sensing, 35, 4923–4939, https://doi.org/10.1080/01431161.2014.930207, 2014.
Strahler, A. H., Boschetti, L., Foody, G. M., Friedl, M. A., Hansen, M. C., Herold, M., Mayaux, P., Morisette, J. T., Stehman, S. V., and Woodcock C. E.: Global Land Cover Validation: Recommendations for Evaluation and Accuracy Assessment of Global Land Cover Maps, Report of Institute of Environmental Sustainability, Joint Research Centre, European Commission, Ispra, Italy, https://op.europa.eu/en/publication-detail/-/publication/52730469-6bc9-47a9-b486-5e2662629976 (last access: 4 February 2026), 2006.
Tang, F. H. M., Nguyen, T. H., Conchedda, G., Casse, L., Tubiello, F. N., and Maggi, F.: CROPGRIDS: A Global Geo-Referenced Dataset of 173 Crops, Scientific Data, 11, 413, https://doi.org/10.1038/s41597-024-03247-7, 2024.
Thenkabail, P. S., Teluguntla, P. G., Xiong, J., Oliphant, A., Congalton, R. G., Ozdogan, M., Gumma, M. K., Tilton, J. C., Giri, C., Milesi, C., Phalke, A., Massey, R., Yadav, K., Sankey, T., Zhong, Y., Aneece, I., and Foley, D.: Global Cropland-Extent Product at 30-m Resolution (GCEP30) Derived from Landsat Satellite Time-Series Data for the Year 2015 Using Multiple Machine-Learning Algorithms on Google Earth Engine Cloud, 1868, Professional Paper, U.S. Geological Survey, https://doi.org/10.3133/pp1868, 2021.
Tiemann, A. and Ring, I.: Towards Ecosystem Service Assessment: Developing Biophysical Indicators for Forest Ecosystem Services, Ecological Indicators, 137, 108704, https://doi.org/10.1016/j.ecolind.2022.108704, 2022.
Tolan, J., Yang, H.-I., Nosarzewski, B., Couairon, G., Vo, H. V., Brandt, J., Spore, J., Majumdar, S., Haziza, D., Vamaraju, J., Moutakanni, T., Bojanowski, P., Johns, T., White, B., Tiecke, T., and Couprie, C.: Very High Resolution Canopy Height Maps from RGB Imagery Using Self-Supervised Vision Transformer and Convolutional Decoder Trained on Aerial Lidar, Remote Sensing of Environment, 300, 113888, https://doi.org/10.1016/j.rse.2023.113888, 2024.
Tsendbazar, N., Herold, M., Li, L., Tarko, A., de Bruin, S., Masiliunas, D., Lesiv, M., Fritz, S., Buchhorn, M., Smets, B., Van De Kerchove, R., and Duerauer, M.: Towards Operational Validation of Annual Global Land Cover Maps, Remote Sensing of Environment, 266, 112686, https://doi.org/10.1016/j.rse.2021.112686, 2021.
Tsendbazar, N.-E., Herold, M., de Bruin, S., Lesiv, M., Fritz, S., Van De Kerchove, R., Buchhorn, M., Duerauer, M., Szantoi, Z., and Pekel, J.-F.: Developing and Applying a Multi-Purpose Land Cover Validation Dataset for Africa, Remote Sensing of Environment, 219, 298–309, https://doi.org/10.1016/j.rse.2018.10.025, 2018.
Tsendbazar, N. E., Tarko, A., Linlin, L., Herold, M., Lesiv, M., Fritz, S., and Maus, V.: Copernicus Global Land Service: Land Cover 100m: Version 3 Globe 2015–2019: Validation Report, Zenodo, https://doi.org/10.5281/zenodo.3938974, 2020.
Tyukavina, A., Potapov, P., Hansen, M. C., Pickens, A. H., Stehman, S. V., Turubanova, S., Parker, D., Zalles, V., Lima, A., Kommareddy, I., Song, X.-P., Wang, L., and Harris, N.: Global Trends of Forest Loss Due to Fire From 2001 to 2019, Frontiers in Remote Sensing, https://doi.org/10.3389/frsen.2022.825190, 2022.
Tyukavina, A., Stehman, S. V., Foody, G. M., Bontemps, S., See, L., Olofsson, P., Tsendbazar, N. E., Radoux, J., Komarova, A., Serre, B. M., Song, X. P., d'Andrimont, R., Koren, G., Potapov. P., Bullock, E. L., Campbell, P., de Bruin, S., Defourny, P., Friedl, M. A., Fritz, S., Hansen, M. C., Herold, M., Lamarche, C., Lesiv, M., Mané, L., Meroni, M., Nickeson, J. E., Pelletier, F., Pickens, A., Reiche, J., Schepaschenko, D., Tarrio, K., Verhegghen, A., Woodcock, C., and Xiao, X.: Land Cover and Change Map Accuracy Assessment and Area Estimation Good Practices Protocol. Version 0.1, in: GoodPractices for Satellite Derived Land Product Validation, (p. 187): Land Product Validation Subgroup(WGCV/CEOS), edited by: Tyukavina, A., Stehman, S. V., Foody, G., Bontemps, S., Komarova, A., Tsendbazar, N. E., and Nickeson, J., WGCV/CEOS, https://doi.org/10.5067/doc/ceoswgcv/lpv/lc.001, 2025.
Vancutsem, C., Achard, F., Pekel, J.-F., Vieilledent, G., Carboni, S., Simonetti, D., Gallego, J., Aragão, L. E. O. C., and Nasi, R.: Long-Term (1990–2019) Monitoring of Forest Cover Changes in the Humid Tropics, Science Advances, 7, eabe1603, https://doi.org/10.1126/sciadv.abe1603, 2021.
van Noordwijk, M., Dewi, S., Minang, P. A., Harrison, R. D., Leimona, B., Ekadinata, A., Burgers, P., Slingerland, M., Sassen, M., Watson, C., and Sayer, J.: Beyond imperfect maps: Evidence for EUDR-compliant agroforestry, People and Nature, 7, 1713–1723, https://doi.org/10.1002/pan3.70088, 2025.
Van Tricht, K., Degerickx, J., Gilliams, S., Zanaga, D., Battude, M., Grosu, A., Brombacher, J., Lesiv, M., Bayas, J. C. L., Karanam, S., Fritz, S., Becker-Reshef, I., Franch, B., Mollà-Bononad, B., Boogaard, H., Pratihast, A. K., Koetz, B., and Szantoi, Z.: WorldCereal: a dynamic open-source system for global-scale, seasonal, and reproducible crop and irrigation mapping, Earth Syst. Sci. Data, 15, 5491–5515, https://doi.org/10.5194/essd-15-5491-2023, 2023.
Verhegghen, A., Kuzelova, K., Syrris, V., Eva, H., and Achard, F.: Mapping Canopy Cover in African Dry Forests from the Combined Use of Sentinel-1 and Sentinel-2 Data: Application to Tanzania for the Year 2018, Remote Sensing, 14, 1522, https://doi.org/10.3390/rs14061522, 2022.
Verhegghen, A., Orlowski, K., Dontenville, A., Reboud, V., Riano, C., Njeugeut Mbiafeu, A. C., Kouamé Koffi, G.-B., Tillie, P., Rembold, F., and Achard, F.: Use of National versus Global Land Use Maps to Assess Deforestation Risk in the Context of the EU Regulation on Deforestation-Free Products – Case Study from Côte d'Ivoire, Publications Office of the European Union, https://doi.org/10.2760/7042220, 2024.
Vogt, P., Riitters, K., Barredo, J. I., Costanza, J., Eckhardt, B., and Schleeweis, K.: Improving Forest Connectivity Assessments Using Tree Cover Density Maps, Ecological Indicators, 159, 111695, https://doi.org/10.1016/j.ecolind.2024.111695, 2024.
Wang, Y., Hollingsworth, P. M., Zhai, D., West, C. D., Green, J. M. H., Chen, H., Hurni, K., Su, Y., Warren-Thomas, E., Xu, J., and Ahrends, A.: High-Resolution Maps Show That Rubber Causes Substantial Deforestation, Nature, 623, 340–346, https://doi.org/10.1038/s41586-023-06642-z, 2023.
Watson, J. E. M., Evans, T., Venter, O., Williams, B., Tulloch, A., Stewart, C., Thompson, I., Ray, J. C., Murray, K., Salazar, A., McAlpine, C., Potapov, P., Walston, J., Robinson, J. G., Painter, M., Wilkie, D., Filardi, C., Laurance, W. F., Houghton, R. A., Maxwell, S., Grantham, H., Samper, C., Wang, S., Laestadius, L., Runting, R. K., Silva-Chávez, G. A., Ervin, J., and Lindenmayer, D.: The Exceptional Value of Intact Forest Ecosystems, Nature Ecology & Evolution, 2, 599–610, https://doi.org/10.1038/s41559-018-0490-x, 2018.
West, C., Rabeschini, G., Singh, C., Kastner, T., Lima, M. B., Dermawan, A., Croft, S., and Persson, U. M.: The Global Deforestation Footprint of Agriculture and Forestry, Nature Reviews Earth & Environment, 6, 325–341, https://doi.org/10.1038/s43017-025-00660-3, 2025.
Xu, P., Tsendbazar, N.-E., Herold, M., de Bruin, S., Koopmans, M., Birch, T., Carter, S., Fritz, S., Lesiv, M., Mazur, E., Pickens, A., Potapov, P., Stolle, F., Tyukavina, A., Van De Kerchove, R., and Zanaga, D.: Comparative Validation of Recent 10 M-Resolution Global Land Cover Maps, Remote Sensing of Environment, 311, 114316, https://doi.org/10.1016/j.rse.2024.114316, 2024.
Xu, Y., Ciais, P., Santoro, M., Bourgoin, C., Ritter, F., Pellissier-Tanon, A., Feng, Y., Zhou, C., He, G., Heinrich, V., Besnard, S., Robinson, N., Cook-Patton, S. C., Chave, J., Aragao, L. E. O. C., Ometto, J. P., Bowring, S. P. K., Fayad, I., Zhu, L., Su, Y., Wigneron, J.-P., and Li, W.: Small persistent humid forest clearings drive tropical forest biomass losses, Nature, 649, 375–380, https://doi.org/10.1038/s41586-025-09870-7, 2026.
Zanaga, D., Van De Kerchove, R., De Keersmaecker, W., Souverijns, N., Brockmann, C., Quast, R., Wevers, J., Grosu, A., Paccini, A., Vergnaud, S., Cartus, O., Santoro, M., Fritz, S., Georgieva, I., Lesiv, M., Carter, S., Herold, M., Li, L., Tsendbazar, N.-E., Ramoino, F., and Arino, O.: ESA WorldCover 10 m 2020 V100, Zenodo, https://doi.org/10.5281/zenodo.5571936, 2021.
Zanaga, D., Van De Kerchove, R., Daems, D., De Keersmaecker, W., Brockmann, C., Kirches, G., Wevers, J., Cartus, O., Santoro, M., Fritz, S., Lesiv, M., Herold, M., Tsendbazar, N.-E., Xu, P., Ramoino, F., and Arino, O.: ESA WorldCover 10 m 2021 V200, Zenodo, https://doi.org/10.5281/zenodo.7254221, 2022.
Short summary
In the context of the EU Deforestation Regulation (EUDR), forest maps can support operators in the assessment of the risk of deforestation after year 2020. Here we present the Global Forest Cover map of year 2020, derived from the combination of most recent publicly available land cover and land use datasets. The map is a globally-consistent representation of the presence/absence of forests based on EUDR definitions, but its use is not mandatory, not exclusive and not legally binding.
In the context of the EU Deforestation Regulation (EUDR), forest maps can support operators in...
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