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 |
|---|---|---|---|
| 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, Brightness Temperature, Surface Soil Moisture | |
| Simulation of Urban Heat Island during a High-Heat Event Using WRF Urban Canopy Models: A Case Study for Metro Manila | Bilang, Ronald Gil Joy P., Blanco, Ariel C., Santos, Justine Ace S., Olaguera, Lyndon Mark P. | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| 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 | |
| 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 | |
| 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 | |
| Secondary organic aerosol formation and source contributions over east China in summertime | Li, Jie, Han, Zhiwei, Wu, Jian, Tao, Jun, Li, Jiawei, Sun, Yele, Liang, Lin, Liang, Mingjie, Wang, Qin'geng | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification | |
| Seasonal patterns in rice and wheat residue burning and surface PM2.5 concentration in northern India | Montes, Carlo, Sapkota, Tek, Singh, Balwinder | Land Use/Land Cover Classification | |
| Satellite-Observed Spatio-Temporal Variation in Spring Leaf Phenology of | Ding, Chao, Huang, Wenjiang, Meng, Yuanyuan, Zhang, Biyao | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| Satellite-based agricultural water consumption assessment in the ungauged and transboundary Helmand Basin between Iran and Afghanistan | Akbari, Mahdi, Torabi Haghighi, Ali | Land Use/Land Cover Classification | |
| Satellite evidence for China's leading role in restoring vegetation productivity over global karst ecosystems | Tang, Xuguang, Xiao, Jingfeng, Ma, Mingguo, Yang, Hong, Li, Xing, Ding, Zhi, Yu, Pujia, Zhang, Yongguang, Wu, Chaoyang, Huang, Jing, Thompson, Julian R. | Land Use/Land Cover Classification, Reflectance, Photosynthesis, Primary Production, Vegetation Productivity | |
| Satellite greenness and solarinduced chlorophyll fluorescence reveal reverse desertification in Gurbantunggut Desert | He, Panxing, Ma, Jun, Ye, Huawei, Han, Zhiming, Ma, Xiaoliang, Alitengbieke, Hali, Shi, Mingjie, Liu, Huixia, Wang, Huanbo, Sun, Zongjiu | 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, Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| 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) | |
| Regional scale analysis of land cover dynamics in Kerala over last two decades through MODIS data and statistical techniques | H., Vijith, Krishnan MV., Ninu, Sulemana, Alhassan | Land Use/Land Cover Classification | |
| Recent Seasonal Variations in Ecosystem Water Use Efficiency in China's | Liu, Linxin, Zhang, Ke, Chao, Lijun, Ezaz, Gazi Tawfiq, Li, Xi, Forzieri, Giovanni | 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) | |
| Recently constructed hydropower dams were associated with reduced economic production, population, and greenness in nearby areas | Fan, Peilei, Cho, Myung Sik, Lin, Zihan, Ouyang, Zutao, Qi, Jiaguo, Chen, Jiquan, Moran, Emilio F. | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Regional asymmetry in the response of global vegetation growth to springtime compound climate events | Li, Jun, Bevacqua, Emanuele, Chen, Chi, Wang, Zhaoli, Chen, Xiaohong, Myneni, Ranga B., Wu, Xushu, Xu, Chong-Yu, Zhang, Zhenxing, Zscheischler, Jakob | Land Use/Land Cover Classification | |
| Remote sensing assessment of available green water to increase crop production in seasonal floodplain wetlands of sub-Saharan Africa | Ayyad, Saher, Karimi, Poolad, Langensiepen, Matthias, Ribbe, Lars, Rebelo, Lisa-Maria, Becker, Mathias | Crop/Plant Yields, Land Use Classes, Landscape Patterns, Cropland, Plant Phenology, Enhanced Vegetation Index (EVI), Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Land Use/Land Cover Classification | |
| Remote sensing estimation and spatiotemporal pattern analysis of terrestrial net ecosystem productivity in China | Liang, Liang, Geng, Di, Yan, Juan, Qiu, Siyi, Shi, Yanyan, Wang, Shuguo, Wang, Lijuan, Zhang, Lianpeng, Kang, Jianrong | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity | |
| 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 | |
| Quasi-global machine learning-based soil moisture estimates at high spatio-temporal scales using CYGNSS and SMAP observations | Lei, Fangni, Senyurek, Volkan, Kurum, Mehmet, Gurbuz, Ali Cafer, Boyd, Dylan, Moorhead, Robert, Crow, Wade T., Eroglu, Orhan | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Radiationconstrained boundaries cause nonuniform responses of the carbon uptake phenology to climatic warming in the Northern Hemisphere | Descals, Adria, Verger, Aleixandre, Yin, Gaofei, Filella, Iolanda, Fu, Yongshuo H., Piao, Shilong, Janssens, Ivan A., Penuelas, Josep | Land Use/Land Cover Classification, Plant Phenology, 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 |