N: 90 S: -90 E: 180 W: -180
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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 global, spatially granular techno-economic analysis of offshore green ammonia production | Salmon, Nicholas, Banares-Alcantara, Rene | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| A continuous change tracker model for remote sensing time series reconstruction | Zhang, Yangjian, Wang, Li, He, Yuanhuizi, Huang, Ni, Li, Wang, Xu, Shiguang, Zhou, Quan, Song, Wanjuan, Duan, Wensheng, Wang, Xiaoyue, Muhammad, Shakir, Nath, Biswajit, Zhu, Luying, Tang, Feng, Du, Huilin, Wang, Lei, Niu, Zheng | Land Surface Temperature, Emissivity, Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Photosynthesis, Primary Production, Vegetation Productivity, Reflectance | |
| A global historical twice-daily (daytime and nighttime) land surface temperature dataset produced by AVHRR observations from 1981 to 2005 | Li, Jia-Hao, Li, Zhao-Liang, Liu, Xiangyang, Duan, Si-Bo | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | |
| Analysis of Remote Sensing Satellite Imagery for Crop Yield Mapping Using Machine Learning Techniques | Divakar, M. Sarith, Elayidom, M. Sudheep, Rajesh, R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance | |
| Analysis of 22-year drought characteristics in Heilongjiang Province based on temperature vegetation drought index | Wu, Li, Zhang, Youzhi, Wang, Limin, Xie, Wenhuan, Song, Lijuan, Zhang, Haifeng, Bi, Hongwen, Zheng, Yanyan, Zhang, Yu, Zhang, Xiaofei, Li, Yan, Lv, Zhiqun | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Gaps in network infrastructure limit our understanding of biogenic | Malone, Sparkle L., Oh, Youmi, Arndt, Kyle A., Burba, George, Commane, Roisin, Contosta, Alexandra R., Goodrich, Jordan P., Loescher, Henry W., Starr, Gregory, Varner, Ruth K. | Land Use/Land Cover Classification | |
| Generating high-accuracy and cloud-free surface soil moisture at 1 km resolution by point-surface data fusion over the Southwestern U.S | Huang, Shuzhe, Zhang, Xiang, Chen, Nengcheng, Ma, Hongliang, Zeng, Jiangyuan, Fu, Peng, Nam, Won-Ho, Niyogi, Dev | Land Use/Land Cover Classification, Reflectance, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Land Surface Temperature, Emissivity | |
| Generating hourly continuous evapotranspiration using Fengyun2F geostationary satellite data | Geng, Xiaozhuang, Li, Boyang, Pan, Xiaoduo, Wei, Zhihao, Yang, Xuebin, Liao, Kuo, Cui, Yaokui | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Global biomass burning fuel consumption and emissions at 500 m spatial resolution based on the Global Fire Emissions Database (GFED) | van Wees, Dave, van der Werf, Guido R., Randerson, James T., Rogers, Brendan M., Chen, Yang, Veraverbeke, Sander, Giglio, Louis, Morton, Douglas C. | Photosynthesis, Primary Production, Vegetation Productivity, Photosynthetically Active Radiation, Leaf Area Index (LAI), Leaf Characteristics, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Vegetation Cover, Land Use/Land Cover Classification, Reflectance, Total Surface Water, Plant Phenology, Enhanced Vegetation Index (EVI), Biomass, Forests, Carbon, Burned Area, Terrain Elevation, Plant Characteristics, Soil Moisture/Water Content, Vegetation Species, Soil Depth | |
| Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles | Lang, Nico, Kalischek, Nikolai, Armston, John, Schindler, Konrad, Dubayah, Ralph, Wegner, Jan Dirk | Land Use/Land Cover Classification, Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height, Digital Elevation/Terrain Model (DEM), LIDAR WAVEFORM | |
| Global 1 km x 1 km gridded revised real gross domestic product and | Chen, Jiandong, Gao, Ming, Cheng, Shulei, Hou, Wenxuan, Song, Malin, Liu, Xin, Liu, Yu | Land Use/Land Cover Classification | |
| Forecasting crop yield with deep learning based ensemble model | Divakar, M. Sarith, Elayidom, M. Sudheep, Rajesh, R. | Land Use/Land Cover Classification, Reflectance, Plant Phenology, Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity | |
| Future simulated landscape predicts habitat loss for the Golden Langur (Trachypithecus geei): A range level analysis for an endangered primate | Chatterjee, Paromit, Mukherjee, Tanoy, Dutta, Ritam, Sharief, Amira, Kumar, Vineet, Joshi, Bheem Dutt, Chandra, Kailash, Thakur, Mukesh, Sharma, Lalit Kumar | Land Use/Land Cover Classification | |
| Global trends in grassland carrying capacity and relative stocking density of livestock | Piipponen, Johannes, Jalava, Mika, de Leeuw, Jan, Rizayeva, Afag, Godde, Cecile, Cramer, Gabriel, Herrero, Mario, Kummu, Matti | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity | |
| Global pattern of ecosystem respiration tendencies and its implications on terrestrial carbon sink potential | Yu, Peixin, Zhou, Tao, Luo, Hui, Liu, Xia, Shi, Peijun, Zhang, Yajie, Zhang, Jingzhou, Zhou, Peifang, Xu, Yixin | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Global Land Cover Mapping Using Annual Clear-sky Composites from | Wang, Yuanyuan, Li, Guicai | Land Use/Land Cover Classification | |
| Global estimates of 500 m daily aerodynamic roughness length from MODIS data | Peng, Zhong, Tang, Ronglin, Jiang, Yazhen, Liu, Meng, Li, Zhao-Liang | Land Use/Land Cover Classification, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance, Anisotropy, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Global simulation of fine resolution land use/cover change and estimation of aboveground biomass carbon under the shared socioeconomic pathways | Zeng, Li, Liu, Xiaoping, Li, Wenhao, Ou, Jinpei, Cai, Yiling, Chen, Guangzhao, Li, Manchun, Li, Guangdong, Zhang, Honghui, Xu, Xiaocong | Land Use/Land Cover Classification | |
| Global GOSAT, OCO-2, and OCO-3 solar-induced chlorophyll fluorescence datasets | Doughty, Russell, Kurosu, Thomas P., Parazoo, Nicholas, Kohler, Philipp, Wang, Yujie, Sun, Ying, Frankenberg, Christian | Atmospheric Carbon Dioxide, Solar Induced Fluorescence, Land Use/Land Cover Classification | |
| Global Daily Actual and SnowFree BlueSky Land Surface Albedo Climatology From 20Year MODIS Products | Jia, Aolin, Wang, Dongdong, Liang, Shunlin, Peng, Jingjing, Yu, Yunyue | Land Use/Land Cover Classification, Albedo, Anisotropy, Reflectance | |
| Examining the expansion of urban heat island effect in the Kolkata Metropolitan Area and its vicinity using multi-temporal MODIS satellite data | Mandal, Jayatra, Patel, Priyank Pravin, Samanta, Sourav | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Feature Engineering of Remote Sensing Satellite Imagery Using Principal Component Analysis for Efficient Crop Yield Prediction | Sarith Divakar, M., Sudheep Elayidom, M., Rajesh, R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance | |
| Exploring spatio-temporal trends and environmental drivers of wildfire | Kouassi, JeanLuc, Wandan, Narcisse, Mbow, Cheikh | Population Density, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Extent, patterns, and drivers of hypoxia in the world's streams and rivers | Blaszczak, Joanna R., Koenig, Lauren E., Mejia, Francine H., GomezGener, Lluis, Dutton, Christopher L., Carter, Alice M., Grimm, Nancy B., Harvey, Judson W., Helton, Ashley M., Cohen, Matthew J. | Land Use/Land Cover Classification | |
| Heat wave-induced augmentation of surface urban heat islands strongly regulated by rural background | Miao, Shiqi, Zhan, Wenfeng, Lai, Jiameng, Li, Long, Du, Huilin, Wang, Chenguang, Wang, Chunli, Li, Jiufeng, Huang, Fan, Liu, Zihan, Dong, Pan | Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification, Albedo, Anisotropy |