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 |
|---|---|---|---|
| Detecting oil palm plantations and mangroves overlooked by IGBP land-cover products with ground-truthing from the sky across Southeast Asia | Myint, Yadanar Ye, Percival, Joseph Emile Honour, Kitajima, Kaoru | Land Use/Land Cover Classification | |
| Environmental factors determining the distribution patterns of invasive Raphidiopsis raciborskii and R. mediterranea in central east Europe | Kokocinski, Mikoaj, Graco-Roza, Caio, Jasser, Iwona, Karosiene, Jurate, Kasperoviciene, Jurate, Kobos, Justyna, Koreiviene, Judita, Mankiewicz-Boczek, Joanna, Soininen, Janne, Szczurowska, Agnieszka | Land Use/Land Cover Classification | |
| Emissions from agricultural fires in India: field measurements of climate relevant aerosol chemical and optical properties | Kapoor, Taveen Singh, Anurag, Gupta, Navinya, Chimurkar, Lonkar, Saurabh, Yadav, Kajal, Raman, Ramya Sunder, Venkataraman, Chandra, Phuleria, Harish C. | Land Use/Land Cover Classification | |
| Emissions from burned structures in wildfires as significant yet unaccounted sources of US air pollution | Tang, Wenfu, Wiedinmyer, Christine, Emmons, Louisa K., Holder, Amara L., Uhl, Johannes H., St. Denis, Lise Ann, Cook, Maxwell, Abolafia-Rosenzweig, Ronnie, He, Cenlin, Barsanti, Kelley C., Leyk, Stefan, Abatzoglou, John T., Balch, Jennifer K., Worden, Helen, Levelt, Pieternel F. | Land Use/Land Cover Classification | |
| Enhancing hydrological modelling with reanalysis soil moisture: A | Liu, Lingxue, Ren, Yufeng, Li, Zirui, Zhou, Li | Land Use/Land Cover Classification | |
| Elevation-Dependent Vegetation Greening and Its Responses to Climate | Mukhtar, Hamza, Yang, Yujia, Xu, Mengjiao, Wu, Jiujiang, Abbas, Sawaid, Wei, Da, Zhao, Wei | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Enhanced Carbon Flux Forecasting via STL Decomposition and Hybrid ARIMA-ES-LSTM Model in Amazon Forest | Dias, Jean A. C., Guimaraes, Pedro H. Do V., Pereira, Williane G. S., Tamasauskas, Leonardo De O., Gomes, Marivan S., Correa, Alan B. S., Figueiredo, Karla, Costa, Gilson, Costa, Gabriel Brito, Costa, Fernando A. R., Seruffo, Marcos C. Da R. | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification, Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties, Albedo, Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Skin Temperature, Sea Surface Skin Temperature, Geopotential Height, Altitude, Surface 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, Cloud Top 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 | |
| Advancing broadscale spatial evapotranspiration modelling by | Gao, Sicong, Nagler, Pamela L., Woodgate, William, Huete, Alfredo, Doody, Tanya M. | Land Use/Land Cover Classification | |
| Advancing Carbonaceous Aerosol Remote Sensing across Asia-Oceania: | Bao, Fangwen, Li, Ying, Gao, Jinhui | Land Use/Land Cover Classification | |
| AI-Based Downscaling of MODIS LST Using SRDA-Net Model for High-Resolution Data Generation | Ma, Hongxia, Mao, Kebiao, Yuan, Zijin, Xu, Longhao, Shi, Jiancheng, Guo, Zhonghua, Qin, Zhihao | Reflectance, Land Surface Temperature, Emissivity, Albedo, Anisotropy, Land Use/Land Cover Classification | |
| Adapting Semi-Supervised Segmentation methods to Multimodal Remote Sensing Data | Hernandez-Sequeira, Itza, Ibanez, Damian, Fernandez-Beltran, Ruben, Pla, Filiberto | Land Use/Land Cover Classification | |
| Accounting for exact vegetation index recording date to enhance evaluation of time-lagged and accumulated climatic effects on global vegetation greenness | Zhang, Lan, Hu, Xiangping, Cherubini, Francesco | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | |
| A vegetation phenology dataset developed by integrating multiple sources using the reliability ensemble averaging method | Cui, Yishuo, Chen, Shouzhi, Gong, Yufeng, Li, Mingwei, Jia, Zitong, Zhou, Yuyu, Fu, Yongshuo H. | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Normalized Difference Vegetation Index (NDVI), Plant Phenological Changes, Plant Characteristics, Vegetation Cover, Vegetation Index | |
| A Terrestrial Ecosystem Carbon Sink Assessment Model Considering Forest | Zhang, Mengyu, He, Honglin, Zhang, Li, Yu, Guirui, Ren, Xiaoli, Huang, Yuanyuan, Yuan, Wenping, Niu, Zhong'en | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) | |
| A new generation aerosol optical depth dataset based on AVHRR data over | Che, Yahui, Guang, Jie, Xue, Yong, de Leeuw, Gerrit, She, Lu, Mei, Linlu, He, Xingwei, Sun, Ling, Li, Zhengqiang | Land Use/Land Cover Classification | |
| A Parsimonious Downscaling Method for Global Potential Net Primary Production: From 30 arcmin to 30 arcsec Resolution | Weidinger, Florian, Matej, Sarah, Baumbach, Lukas, Hickler, Thomas, Werner, Christian, Erb, KarlHeinz | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity | |
| A Novel Approach for Inverting Forest Fuel Moisture Content Utilizing | Wang, Wenjun, Zhou, Cui, Zhang, Junxiang, Li, Yuanzong, Chen, Zhenyu, Luo, Yongfeng | Land Use/Land Cover Classification | |
| A novel calibration of global soil roughness effects for SMOS-IC soil | Konkathi, Preethi, Li, Xiaojun, Fernandez-Moran, Roberto, Liu, Xiangzhuo, Xing, Zanpin, Frappart, F., Piles, Maria, Karthikeyan, L., Wigneron, Jean-Pierre | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation | |
| A Novel Land Surface Temperature Retrieval Algorithm for SDGSAT-1 Images | Li, Na, Xu, Jianhui, Li, Xu, Qin, Boxiong, Wang, Yunpeng, Fu, Dongjie, Zhong, Kaiwen, Qin, Zhihao | Land Use/Land Cover Classification | |
| A global urban tree leaf area index dataset for urban climate modeling | Dong, Wenzong, Yuan, Hua, Lin, Wanyi, Liu, Zhuo, Xiang, Jiayi, Wei, Zhongwang, Li, Lu, Li, Qingliang, Dai, Yongjiu | Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) | |
| A high resolution, gridded product for vapor pressure deficit using Daymet | Corak, Nicholas K., Thornton, Peter E., Lowman, Lauren E. L. | Land Use/Land Cover Classification, Maximum/Minimum Temperature, 24 Hour Precipitation Amount, Snow Water Equivalent, Vapor Pressure, Shortwave Radiation, Surface Pressure, Longwave Radiation, Surface Temperature, Evaporation, Humidity, Convection, Surface Winds, Rain, Land Surface Temperature, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| 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 Framework for Assessing the Habitat Correlates of Spatially Explicit Population Trends | Stillman, Andrew N., Davis, Courtney L., Dunham, Kylee D., RuizGutierrez, Viviana, Rodewald, Amanda D., Johnston, Alison, Auer, Tom, StrimasMackey, Matt, Ligocki, Shawn, Fink, Daniel | Land Use/Land Cover Classification | |
| 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 |