N: 90 S: -90 E: 180 W: -180
Description
The Terra and Aqua combined Moderate Resolution Imaging Spectroradiometer (MODIS) Land Cover Type (MCD12Q1) Version 6.1 data product provides global land cover types at yearly intervals. The MCD12Q1 Version 6.1 data product is derived using supervised classifications of MODIS Terra and Aqua reflectance data. Land cover types are derived from the International Geosphere-Biosphere Programme (IGBP), University of Maryland (UMD), Leaf Area Index (LAI), BIOME-Biogeochemical Cycles (BGC), and Plant Functional Types (PFT) classification schemes. The supervised classifications then undergo additional post-processing that incorporate prior knowledge and ancillary information to further refine specific classes. Additional land cover property assessment layers are provided by the Food and Agriculture Organization (FAO) Land Cover Classification System (LCCS) for land cover, land use, and surface hydrology.
Layers for Land Cover Type 1-5, Land Cover Property 1-3, Land Cover Property Assessment 1-3, Land Cover Quality Control (QC), and a Land Water Mask are provided in each MCD12Q1 Version 6.1 Hierarchical Data Format 4 (HDF4) file.
Known Issues
- The "units" field is missing in the metadata, however, this information can be found in Table 1 of the User Guide.
- The MCD12Q1.061 land cover data product is derived using supervised classification of MODIS Terra and Aqua reflectance data. The classification algorithm uses labeled training samples selected globally to represent land cover categories derived under the IGBP, UMD, LAI, BIOME-BGC, and PFT classification schemes. These training samples were selected to represent land classes, best suited over a certain period. However, due to lack of funding, the science team was not able to keep the training database updated over the course of the years, and some of these training sites could well have undergone changes in their land cover characteristics, especially after 2021. Hence users are urged to maintain caution while using the V6.1/MCD12Q1 land cover layers for 2021 and beyond. More information on this known issue can be found in the Land Data Products Operational Products (LDOPE) Quality Assessment.
- Known issues are described in Section 2.2 of the User Guide.
- For complete information about known issues please refer to the MODIS/VIIRS Land Quality Assessment website.
Version Description
Product Summary
Citation
Citation is critically important for dataset documentation and discovery. This dataset is openly shared, without restriction, in accordance with the EOSDIS Data Use and Citation Guidance.
Copy Citation
File Naming Convention
The file name begins with the Product Short Name (MCD12Q1) followed by the Julian Date of Acquisition formatted as AYYYYDDD (A2024001), the Tile Identifier which is horizontal tile and vertical tile provided as hXXvYY (h21v07), the Version of the data collection (061), the Julian Date and Time of Production designated as YYYYDDDHHMMSS (2025205222320), and the Data Format (hdf).
Documents
USER'S GUIDE
ALGORITHM THEORETICAL BASIS DOCUMENT (ATBD)
PRODUCT QUALITY ASSESSMENT
SCIENCE DATA PRODUCT VALIDATION
Publications Citing This Dataset
| Title | Year Sort ascending | Author | Topic |
|---|---|---|---|
| A Generalized Spatiotemporally Weighted Boosted Regression to Predict | Wu, Ritu, Hong, Zhimin, Du, Wala, Shan, Yu, Ying, Hong, Wu, Rihan, Gantumur, Byambakhuu | Land Use/Land Cover Classification, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area | |
| A global dataset of remote sensing-based soil critical point and permanent wilting point | Xu, Yawei, He, Qing, Lu, Hui, Yang, Kun, Entekhabi, Dara, Short Gianotti, Daniel J. | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Brightness Temperature, Soil Moisture/Water Content | |
| A global dataset of terrestrial biological nitrogen fixation | Reis Ely, Carla R., Perakis, Steven S., Cleveland, Cory C., Menge, Duncan N. L., Reed, Sasha C., Batterman, Sarah A., Crews, Timothy E., Dynarski, Katherine A., Gei, Maga, Gundale, Michael J., Jovan, Sarah E., Kou-Giesbrecht, Sian, Peoples, Mark B., Rodriguez-Caballero, Emilio, Salmon, Verity G., Soper, Fiona M., Staccone, Anika P., Taylor, Benton N., Weber, Bettina, Wurzburger, Nina | Land Use/Land Cover Classification | |
| A global land-use data cube 19922020 based on the Human Appropriation of Net Primary Production | Matej, Sarah, Weidinger, Florian, Kaufmann, Lisa, Roux, Nicolas, Gingrich, Simone, Haberl, Helmut, Krausmann, Fridolin, Erb, Karl-Heinz | Land Use/Land Cover Classification | |
| Analyzing wildfire patterns and climate interactions in Campania, Italy: | Dadkhah, Hanieh, Rana, Divyeshkumar, Ghaderpour, Ebrahim, Mazzanti, Paolo | Land Use/Land Cover Classification | |
| Artificial light at night outweighs temperature in lengthening urban growing seasons | Wang, Lvlv, Meng, Lin, Richardson, Andrew D., Holker, Franz, Li, Huidong, Mao, Jiafu, Longcore, Travis, Xia, Jun, She, Dunxian | Land Use/Land Cover Classification | |
| Applications of Machine Learning and Artificial Intelligence in | Hickman, Sebastian H. M., Kelp, Makoto M., Griffiths, Paul T., Doerksen, Kelsey, Miyazaki, Kazuyuki, Pennington, Elyse A., Koren, Gerbrand, Iglesias-Suarez, Fernando, Schultz, Martin G., Chang, Kai-Lan, Cooper, Owen R., Archibald, Alex, Sommariva, Roberto, Carlson, David, Wang, Hantao, West, J. Jason, Liu, Zhenze | Population Size, Land Use/Land Cover Classification | |
| Applicability of a Sine-Random Forest Hybrid Method for meteorological | Zhang, Siyao, Li, Jianzhu, Zhang, Ting, Tian, Jiyang, Feng, Ping | Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Surface Pressure, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Snow, Land Surface Temperature, Snow Water Equivalent, Runoff, Land Use/Land Cover Classification | |
| Bias Corrections for Species- and Source-Resolved PM2.5 Chemical Transport Model Simulations Using a Geographically Weighted Regression | Skyllakou, Ksakousti, Hernandez, Carlos S., Garcia Rivera, Pablo, Dinkelacker, Brian, Marshall, Julian D., Pope, C.Arden, Robinson, Allen L., Pandis, Spyros N., Adams, Peter J. | Land Use/Land Cover Classification | |
| Assessment of global land cover changes using satellite data: | Chen, Shuo, Zhuang, Qianlai, Taheripour, Farzad, Yuan, Ye, Benavidez, Lauren | Land Use/Land Cover Classification | |
| Biome-Specific Responses of GOSIF Gross Primary Productivity to | Gu, Xingli, Zhou, Lei, Liang, Qin'ou, Xu, Enxiang, Chi, Yonggang | Air Temperature, Evapotranspiration, Rain, Soil Moisture/Water Content, Total Runoff, Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| Biodiversity benefits of China's 20-year efforts in forest restoration | Wang, Bin, Wen, Zhixin, Que, Pinjia, Zhang, Taxing, He, Xingcheng, Yang, Nan, Zhong, Xue, Xu, Yu | Land Use/Land Cover Classification, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover | |
| Biodiversity risk assessment and management for infrastructure projects | Xiao, Huiyun, Li, Sheng, Kang, Aili, Corlett, Richard T., Ma, Keping, Shen, Xiaoli | Land Use/Land Cover Classification | |
| Aura Ozone Monitoring Instrument (OMI) Collection 4 Formaldehyde | Ayazpour, Zolal, Gonzalez Abad, Gonzalo, Nowlan, Caroline R., Sun, Kang, Kwon, HyeongAhn, Chan Miller, Christopher, Chong, Heesung, Wang, Huiqun, Liu, Xiong, Chance, Kelly, OSullivan, Ewan, Zhu, Lei, Vigouroux, Corinne, De Smedt, Isabelle, Stremme, Wolfgang, Hannigan, James W., Notholt, Justus, Sun, Xiaoyu, Palm, Mathias, Petri, Cristof, Strong, Kimberly, Rohling, Amelie N., Mahieu, Emmanuel, Smale, Dan, Te, Yao, Morino, Isamu, Murata, Isao, Nagahama, Tomoo, Kivi, Rigel, Makarova, Maria, Jones, Nicholas, Sussmann, Ralf, Zhou, Minqiang | Cloud Fraction, Cloud Top Pressure, Albedo, Anisotropy, Reflectance, Formaldehyde, Carbon And Hydrocarbon Compounds, ULTRAVIOLET RADIANCE, Solar Irradiance, Geopotential Height, Altitude, Surface Temperature, Skin Temperature, Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds, Surface Winds, U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Land Use/Land Cover Classification | |
| Benchmarking transferable evapotranspiration against physical models: Uncertainty analysis of machine learning quasi-observation across Central Asias plant functional types and climate zones | Ochege, Friday Uchenna, Yuan, Xiuliang, Tabari, Hossein, Hamdi, Rafiq, Luo, Geping | Land Use/Land Cover Classification | |
| AutoMergeNet: AutoML-Based M-Source Satellite Data Fusion Evaluated With | Wasala, Julia, Maasakkers, Joannes D., Schuit, Berend J., Leguijt, Gijs, Aben, Ilse, Schneider, Rochelle, Hoos, Holger, Baratchi, Mitra | Land Use/Land Cover Classification | |
| Assessing the SMAP Level-4 Carbon Product over the Arctic and Subarctic Zones | Madelon, Remi, Kimball, John S., Endsley, K. Arthur, De Lannoy, Gabrielle J. M., Sonnentag, Oliver, Alcock, Haley, Detto, Matteo, Virkkala, Anna M., Rogers, Brendan M., Watts, Jennifer D., Mavrovic, Alex, Williamson, Scott N., Humphreys, Elyn, Colliander, Andreas, Mialon, Arnaud, Roy, Alexandre | Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) | |
| Assessing the utility of machine learning for predicting food sufficiency: a case study in Malawi | Tomes, Andrew, Gholami, Shahrzad, Alia, Didier, Hennessy, Conor, Xu, Dafeng, Bitz, Cecilia, Dodhia, Rahul, Lavista Ferres, Juan, Anderson, C. Leigh | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | |
| Assessing the Effects of Climate Change and Anthropogenic Contributions in Parishan Wetland, Iran | Kazemi Garajeh, Mohammad, Valizadeh Kamran, Khalil, Feizizadeh, Bakhtiar, Ghaffari Aliabad, Omid, Saei, Mousa, Sadeqi, Amin | Land Use/Land Cover Classification, Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain | |
| Assessing the elevational synchronization in vegetation phenology across | Yang, Chen, Tian, Feng, Jin, Hongxiao, Fensholt, Rasmus, Feng, Luwei, Tagesson, Torbern | Land Use/Land Cover Classification | |
| Assessing the impact of extreme climate events on European gross primary | Zhang, Huihui, Loaiciga, Hugo A, Okujeni, Akpona, Liu, Ji, Tan, Min, Sauter, Tobias | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity, Evapotranspiration, Latent Heat Flux | |
| Assessing the Impact of Multi-Decadal Land Use Change on Agricultural | Gemechu, Tewekel Melese, Zhang, Huifang, Sun, Jialong, Chen, Baozhang | Land Use/Land Cover Classification | |
| Assessing the Interaction Between Agricultural, Hydrological, and Meteorological Droughts in the Tigris River Basin | Valizadeh Kamran, Khalil, Dhiab, Ayat, Abdulkareem, Hala | Land Use/Land Cover Classification, Albedo, Anisotropy | |
| Climate Change Is Altering Ecosystem Water Use Efficiency in | Green, Tristan, Salvucci, Guido, Friedl, Mark A. | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Plant Phenology | |
| Characteristics of surface urban heat islands and urban aerosols over middle gangetic plains during agricultural residue burning season of post-monsoon | Sarthi, P. Parth, Singh, Anuradha, Barat, Archisman, Kumar, Prabhat | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity |