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
Dataset Resources
Publications Citing This Dataset
| Title | Year Sort ascending | Author | Topic |
|---|---|---|---|
| Surface temperatures reveal the patterns of vegetation water stress and | Green, Julia K., Ballantyne, Ashley, Abramoff, Rose, Gentine, Pierre, Makowski, David, Ciais, Philippe | Tropopause, Surface Pressure, Air Temperature, Upper Air Temperature, Total Precipitable Water, Water Vapor, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Sea Surface Temperature, Skin Temperature, Carbon Monoxide, Geopotential Height, Humidity, Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Atmospheric Ozone, Land Use/Land Cover Classification, Biomass, Forests, Grasslands, Alpine/Tundra, Carbon, Cation Exchange Capacity, Organic Matter | |
| Sequence Models for Crop Yield Prediction Using Satellite Imagery | Divakar, M. Sarith, Elayidom, M. Sudheep, Rajesh, R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance | |
| Synergy of remotely sensed data in spatiotemporal dynamic modeling of the crop and cover management factor | PREETHA, Pooja P., AL-HAMDAN, Ashraf Z. | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Teak (Tectona grandis Lf) demonstrates robust adaptability to climate change scenarios in central India | Mohammad, Naseer, Rahaman, Sk Mujibar, Khatun, Masjuda, Rajkumar, Muthu, Garai, Sanjoy, Ranjan, Ashish, Tiwari, Sharad | Land Use/Land Cover Classification | |
| Smoke Injection Heights from Forest and Grassland Fires in Southwest | Wang, Wenjia, Zhang, Qixing, Zhao, Ranran, Luo, Jie, Zhang, Yongming | Land Use/Land Cover Classification | |
| Spatial environmental factors predict cardiovascular and all-cause | Hadley, Michael B., Nalini, Mahdi, Adhikari, Samrachana, Szymonifka, Jackie, Etemadi, Arash, Kamangar, Farin, Khoshnia, Masoud, McChane, Tyler, Pourshams, Akram, Poustchi, Hossein, Sepanlou, Sadaf G., Abnet, Christian, Freedman, Neal D., Boffetta, Paolo, Malekzadeh, Reza, Vedanthan, Rajesh | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| Soil carbon sequestration potential in global croplands | Padarian, Jose, Minasny, Budiman, McBratney, Alex, Smith, Pete | Land Use/Land Cover Classification | |
| Soil moisture as an essential component for delineating and forecasting agricultural rather than meteorological drought | Chatterjee, Sumanta, Desai, Ankur R., Zhu, Jun, Townsend, Philip A., Huang, Jingyi | Land Use/Land Cover Classification, Evapotranspiration, Latent Heat Flux | |
| Soil moisture estimation in South Asia via assimilation of SMAP retrievals | Ahmad, Jawairia A., Forman, Barton A., Kumar, Sujay V. | Land Use/Land Cover Classification | |
| Rethinking forest monitoring for more meaningful global forest landscape change assessments | Estoque, Ronald C., Johnson, Brian Alan, Dasgupta, Rajarshi, Gao, Yan, Matsuura, Toshiya, Toma, Takeshi, Hirata, Yasumasa, Lasco, Rodel D. | Land Use/Land Cover Classification | |
| Remote sensing of water use efficiency in Southwest Chinas karst area | Shi, Xinyu, Bai, Shuang, Chen, Wei | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity, Evapotranspiration, Latent Heat Flux | |
| Room to roam for African lions Panthera leo: a review of the key drivers | Sargent, Rebecca, Deere, Nicolas J., McGowan, Philip J.K., Bunnefeld, Nils, Pfeifer, Marion | Land Use/Land Cover Classification | |
| rspatialdata: a collection of data sources and tutorials on downloading and visualising spatial data using R | Moraga, Paula, Baker, Laurie | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Retrieval of the Leaf Area Index from MODIS Top-of-Atmosphere | Wang, Weiyan, Ma, Yingying, Meng, Xiaoliang, Sun, Lin, Jia, Chen, Jin, Shikuan, Li, Hui | Land Use/Land Cover Classification, Reflectance, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Infrared Radiance, REFLECTED INFRARED, Visible Radiance, Attitude Characteristics, ORBITAL CHARACTERISTICS, Viewing Geometry | |
| Retrieval of the leaf area index from Visible Infrared Imaging Radiometer Suite (VIIRS) surface reflectance based on unsupervised domain adaptation | Li, Juan, Xiao, Zhiqiang, Sun, Rui, Song, Jinling | Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance | |
| School Location Analysis by Integrating the Accessibility, Natural and | Sakti, Anjar Dimara, Rahadianto, Muhammad Ario Eko, Pradhan, Biswajeet, Muhammad, Hubbi Nashrullah, Andani, I Gusti Ayu, Sarli, Prasanti Widyasih, Abdillah, Muhammad Rais, Anggraini, Tania Septi, Purnomo, Andhika Dimas, Ridwana, Riki, Yulianto, Fajar, Manessa, Masita Dwi Mandini, Fauziyyah, Afina Nur, Yayusman, Lissa Fajri, Wikantika, Ketut | Land Use/Land Cover Classification | |
| Sensitivity of biomass burning emissions estimates to land surface information | Saito, Makoto, Shiraishi, Tomohiro, Hirata, Ryuichi, Niwa, Yosuke, Saito, Kazuyuki, Steinbacher, Martin, Worthy, Doug, Matsunaga, Tsuneo | Land Use/Land Cover Classification, Fire Occurrence, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES | |
| Sensitivity of Heavy Convective Precipitation Simulations to Changes in LandAtmosphere Exchange Processes Over China | Zhang, Xia, Chen, Liang, Ma, Zhuguo, Zheng, Ziyan, Meng, Yanan | Land Use/Land Cover Classification | |
| The North American tree-ring fire-scar network | Margolis, Ellis Q., Guiterman, Christopher H., Chavardes, Raphael D., Coop, Jonathan D., CopesGerbitz, Kelsey, Dawe, Denyse A., Falk, Donald A., Johnston, James D., Larson, Evan, Li, Hang, Marschall, Joseph M., Naficy, Cameron E., Naito, Adam T., Parisien, MarcAndre, Parks, Sean A., Portier, Jeanne, Poulos, Helen M., Robertson, Kevin M., Speer, James H., Stambaugh, Michael, Swetnam, Thomas W., Tepley, Alan J., Thapa, Ichchha, Allen, Craig D., Bergeron, Yves, Daniels, Lori D., Fule, Peter Z., Gervais, David, Girardin, Martin P., Harley, Grant L., Harvey, Jill E., Hoffman, Kira M., Huffman, Jean M., Hurteau, Matthew D., Johnson, Lane B., Lafon, Charles W., Lopez, Manuel K., Maxwell, R. Stockton, Meunier, Jed, North, Malcolm, Rother, Monica T., Schmidt, Micah R., Sherriff, Rosemary L., Stachowiak, Lauren A., Taylor, Alan, Taylor, Erana J., Trouet, Valerie, Villarreal, Miguel L., Yocom, Larissa L., Arabas, Karen B., Arizpe, Alexis H., Arseneault, Dominique, Tarancon, Alicia Azpeleta, Baisan, Christopher, Bigio, Erica, Biondi, Franco, Cahalan, Gabriel D., Caprio, Anthony, CeranoParedes, Julian, Collins, Brandon M., Dey, Daniel C., Drobyshev, Igor, Farris, Calvin, Fenwick, M. Adele, Flatley, William, Floyd, M. Lisa, Gedalof, Ze'ev, Holz, Andres, Howard, Lauren F., Huffman, David W., Iniguez, Jose, Kipfmueller, Kurt F., Kitchen, Stanley G., Lombardo, Keith, McKenzie, Donald, Merschel, Andrew G., Metlen, Kerry L., Minor, Jesse, O'Connor, Christopher D., Platt, Laura, Platt, William J., Saladyga, Thomas, Stan, Amanda B., Stephens, Scott, Sutheimer, Colleen, Touchan, Ramzi, Weisberg, Peter J. | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| Time-lag effect of vegetation response to volumetric soil water contentA case study of Guangdong Province, southern China | Li, Weijiao, Wang, Yunpeng, Yang, Jingxue, Deng, Yujiao | Land Use/Land Cover Classification | |
| TimeSpec4LULC: a global multispectral time series database for training | Khaldi, Rohaifa, Alcaraz-Segura, Domingo, Guirado, Emilio, Benhammou, Yassir, El Afia, Abdellatif, Herrera, Francisco, Tabik, Siham | Land Use/Land Cover Classification | |
| Vorhersage von hydrologischen Abflusskennwerten in unbeobachteten Einzugsgebieten mit Machine Learning | Klingler, Christoph, Feigl, Moritz, Borgwardt, Florian, Seliger, Carina, Schmutz, Stefan, Herrnegger, Mathew | Land Use/Land Cover Classification, Reflectance, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Stratigraphic Sequence, Digital Elevation/Terrain Model (DEM), Soil Depth, Sediments | |
| Warming weakens the night-time barrier to global fire | Balch, Jennifer K., Abatzoglou, John T., Joseph, Maxwell B., Koontz, Michael J., Mahood, Adam L., McGlinchy, Joseph, Cattau, Megan E., Williams, A. Park | Land Use/Land Cover Classification | |
| Warming, increase in precipitation, and irrigation enhance greening in High Mountain Asia | Maina, Fadji Zaouna, Kumar, Sujay V., Albergel, Clement, Mahanama, Sarith P. | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification | |
| Vegetation recovery and recent degradation in different karst landforms | He, Yuanhuizi, Wang, Li, Niu, Zheng, Nath, Biswajit | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity, Land Use/Land Cover Classification, Land Surface Temperature, Emissivity |