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 |
|---|---|---|---|
| MODELING UPPER CITARUM WATERSHED HYDROLOGY USING SWAT+ AND GSMAP PRECIPITATION DATA | Nurhami, Anita | Land Use/Land Cover Classification | |
| Monitoring spatio-temporal changes in land use, land cover, and NDVI using MODIS data in Ethiopia's Gambela region | Bojago, Elias, Tadila, Gemechu, Masha, Mamush | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Monitoring the Impacts of Human Activities on Groundwater Storage Changes Using an Integrated Approach of Remote Sensing and Google Earth Engine | Chaleshtori, Sepide Aghaei, Aliabad, Omid Ghaffari, Fallatah, Ahmad, Faisal, Kamil, Shirali, Masoud, Saei, Mousa, Lacava, Teodosio | Land Use/Land Cover Classification | |
| Modification and Comparison of Two Urban Vegetation Models Over Southern | MadsenColford, Sabrina, Hutyra, Lucy, Smith, Ian, Wu, Dien, Arain, M. Altaf, Staebler, Ralf, Ma, William, RestrepoCoupe, Natalia, Wunch, Debra | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Reflectance, Urban Lands, Land Use/Land Cover, Urbanization/Urban Sprawl, Infrastructure, Anisotropy | |
| Multi-layer retrieval of aerosol optical depth in the troposphere using | Pashayi, Maryam, Satari, Mehran, Momeni Shahraki, Mehdi | Land Use/Land Cover Classification | |
| Monitoring vegetation dynamics across land use types in Iran: | Behroozeh, Sepideh, Khoorani, Asadollah, Damaneh, Hadi Eskandari, Jokar Arsanjani, Jamal | Land Use/Land Cover Classification | |
| Multiscale analysis of existing actual evapotranspiration products over | Etchanchu, Jordi, Demarty, Jerome, Dezetter, Alain, Farhani, Nesrine, Thiam, Pape Biteye, Allies, Aubin, Bodian, Ansoumana, Boulet, Gilles, Chahinian, Nanee, Diop, Lamine, Mainassara, Ibrahim, Ndiaye, Pape Malick, Ollivier, Chloe, Olioso, Albert, Roupsard, Olivier | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Land Use/Land Cover Classification | |
| Multifactor Spatial Downscaling of Satellite Precipitation Based on Vegetation Index and Elevation | Zeng, Zhaozhao, Peleg, Nadav, Chen, Haonan, Zhuo, Li | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Total Surface Precipitation Rate | |
| MultiHorizon Active Layer Thickness Prediction Across CircumArctic Permafrost Regions Using Geospatial Machine Learning | Ahajjam, Aymane, Wilcox, Andrew, Soaper, Mary, Chance, Robert, Pasch, Timothy | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification | |
| Nonlinear influences of climatic, vegetative, geographic and soil factors on soil water use efficiency of global karst landscapes: Insights from explainable machine learning | Li, Chao, Zhang, Shiqiang, Ding, Yongjian, Ma, Siyu, Gong, Hanying | Land Use/Land Cover Classification | |
| Observed Changes in Maximum and Minimum Temperatures and Daily | Corell, David, Estrela, Maria Jose, Miro, Juan Javier, OrgambidesGarcia, David, Niclos, Raquel | Land Use/Land Cover Classification | |
| Mapping seamless surface water dynamics over East Africa semimonthly at | Wang, Zirui, Hao, Zhen, Yang, Qichi, Mapfumo, Paul, Nyakudya, Elijah, Du, Yun, Yan, Xue, Ling, Feng | Land Use/Land Cover Classification | |
| Policies that improved land conditions | Land Use/Land Cover Classification | ||
| PM 2.5 reduces the daytime/nighttime urban heat island intensity over | Feng, Zihao, Wang, Xuhong, Yu, Mengqianxi, Yuan, Yimei, Li, Bingqian | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | |
| Study of conservation, propagation, phenology and habitat preferences | Trimanto, Renjana, Elga, Rahadiantoro, Apriyono, Yulia, Nina Dwi, Lestari, Dewi Ayu, Firdiana, Elok Rifqi, Masudah, Shofiyatul, Ningrum, Linda Wige, Hapsari, Lia, Latifah, Dian, Hardwick, Kate | Land Use/Land Cover Classification | |
| Substantial Contribution of Woody Components to Rainfall Interception in | Jiang, ZhiYun, He, Wei, Chen, ZhiAng, Van Stan, John T., Guo, Li, Yuan, Chuan, Ma, YuJun, Zhang, SiYi, Li, XiaoYan, Zhang, Yu, Wang, DaGang, Liu, JinZhao, Jing, Ye, Sun, Ge, Hu, ZhongMin | Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) | |
| Substantial root-zone water storage capacity observed by GRACE and GRACE/FO | Zhao, Meng, McCormick, Erica L., A, Geruo, Konings, Alexandra G., Li, Bailing | Land Use/Land Cover Classification, Carbon, Cation Exchange Capacity, Organic Matter | |
| Subsurface storage of previous year's precipitation contributes to | Yu, Zongxu, Wang, Ping, Yu, Jingjie, Wang, Tianye | Land Use/Land Cover Classification | |
| Stakeholder perceptions of drought resilience using government drought | Chengot, Rishma, Goodwin, Daniel, Tanguy, Maliko, Armitage, Rachael, Pardthaisong, Liwa, Jha, Srinidhi, Holman, Ian, Vicario, Dolores Rey, Visessri, Supattra, Ekkawatpanit, Chaiwat, Hannaford, Jamie | Land Use/Land Cover Classification, Evapotranspiration, Latent Heat Flux, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Synergistic Effects of Drivers on Spatiotemporal Changes in Carbon and Water Use Efficiency in Irrigated Cropland Ecosystems | Li, Guangchao, Yi, Zhaoqin, Qian, Tiantian, Chang, Yuhan, Gao, Hanjing, Yu, Fei, Han, Liqin, Lu, Yayan, Zuo, Kangjia | Land Use/Land Cover Classification | |
| Synergizing machine learning and interpolation methods: A Stacking | Rong, Jiaming, Zeng, Jiangyuan, Chen, Kun-Shan, Ma, Hongliang, Shi, Pengfei, Letu, Husi, Zhang, Xiang, Gu, Xihui, Bi, Haiyun, Zhang, Chunlin | Land Use/Land Cover Classification, Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain | |
| Sustainable Water Management Using Rainfall-Runoff Modelling in Rift Valley Basin, East Africa | Yoshe, Agegnehu Kitanbo | Land Use/Land Cover Classification | |
| Spatial Attribution of Temporal Variability in Global Land-Atmosphere | Lee, H., Jung, M., Carvalhais, N., Reichstein, M., Forkel, M., Bloom, A. A., PachecoLabrador, J., Koirala, S. | Land Use/Land Cover Classification, Carbonaceous Aerosols, Nitrogen Oxides, Particulates, Hydrogen Cyanide, Emissions, Non-methane Hydrocarbons/Volatile Organic Compounds, Particulate Matter, Fire Occurrence, Nitrogen Oxides, Sulfur Dioxide, Carbon And Hydrocarbon Compounds, Runoff, Soil Texture, Terrestrial Water Storage, Ground Water, Glacier Mass Balance/Ice Sheet Mass Balance | |
| Spatial and temporal analysis of changes in hydrological fluxes and | Torres, Eliana, Maskey, Shreedhar, Corzo, Gerald, Uijlenhoet, Remko, Solomatine, Dimitri | Land Use/Land Cover Classification | |
| Shifting vegetation phenology in protected areas: A response to climate | Ontel, Irina, Avram, Sorin, Gheorghe, Carmen Adriana, Niculae, Mihaita Iulian, Pascu, Ionut Silviu, Rodino, Steliana | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation |