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 |
|---|---|---|---|
| Spatial Downscaling of Soil Moisture Product to Generate High-Resolution | Abebe, Asnake Kassahun, Zhou, Xiang, Lv, Tingting, Tao, Zui, Elnashar, Abdelrazek, Kebede, Asfaw, Wang, Chunmei, Zhang, Hongming | Land Use/Land Cover Classification | |
| Spatial heterogeneity of agricultural drought drivers in irrigation | Shi, Xiang, Han, Wenting, Wang, Yubin | Land Use/Land Cover Classification, Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Spatial Heterogeneity of Mountain Greenness and Greening in the Tibetan | Liu, Zhao, Zhang, Xingjian, Zhao, Shuang, Liu, Panpan, Liu, Jinxiu | 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 | |
| Sensitivity of the Shallow-To-Deep Convective Transition to Moisture and | Viscardi, Leandro Alex Moreira, Torri, Giuseppe, Adams, David K., Barbosa, Henrique de Melo Jorge | 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, Drainage, Rivers/Streams, Watershed Characteristics | |
| Siberian wildfire smoke observations from space-based multi-angle | Junghenn Noyes, Katherine T., Kahn, Ralph A. | Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 1.0), PARTICULATE MATTER (PM 10), Geopotential Height, Atmospheric Ozone, Sea Level Pressure, Surface Pressure, Upper Air Temperature, Vertical Profiles, U/V Wind Components, Ozone Profiles, Land Use/Land Cover Classification, Fire Occurrence, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES | |
| Significant roles of snow and vegetation cover in modulating altitudinal | Zhang, Hongbo, Zhang, Fan, Luo, Lun, Yan, Wei, Zhang, Longhui, Li, Ziying | Land Use/Land Cover Classification | |
| Sensitivity of lumped and semi-distributed hydrological models to 20 | Pacheco M., Paula L., Satge, Frederic, Bonnet, Marie-Paule, Molina-Carpio, Jorge, Pillco Zola, R., Ramirez, Edson, Espinoza-Romero, Daniel, Hostache, Renaud | Land Use/Land Cover Classification | |
| Subsurface storage of previous year's precipitation contributes to | Yu, Zongxu, Wang, Ping, Yu, Jingjie, Wang, Tianye | 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 | |
| Sustainable Water Management Using Rainfall-Runoff Modelling in Rift Valley Basin, East Africa | Yoshe, Agegnehu Kitanbo | Land Use/Land Cover Classification | |
| 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 | |
| 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 | |
| Spatiotemporal Agricultural Drought Assessment and Mapping Its | Ghasempour, Fatemeh, Yamac, Sevim Seda, Sekertekin, Aliihsan, Iban, Muzaffer Can, Kutoglu, Senol Hakan | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | |
| Spatiotemporal assessment and monitoring of urban heat islands in | Sampaio, Rafael Joao, Rodriguez, Daniel Andres, Espindola, Rogerio Pinto, da Silva, Fabricio Polifke | Land Use/Land Cover Classification | |
| Spatiotemporal changes in global cropland fire activity from 2003 to 2020 | Wang, Jiaming, Zhong, Xiaoting, Zhao, Jie, Shen, Xiaofan, Wang, Mengyu, He, Junhao, Meng, Xiaohan, Chen, Qiuling, Lu, Xinrui, Wang, Liang, Yue, Chao | Land Use/Land Cover Classification, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area | |
| Spatial-temporal cross-view contrast for self-supervised crop yield | Qiao, Mengjia, He, Xiaohui, Cheng, Xijie, Li, Panle, Zheng, Kai, Xu, Mingchen, Chen, Yijun | Land Use/Land Cover Classification | |
| Time series trend detection and forecasting of SUHI in Tabriz, Iran | Koushesh Vatan, Mohammad Ali, Nemati, Mohammad, Sekertekin, Aliihsan, Zehtabi Aslkhiabani, Mobin | Land Use/Land Cover Classification | |
| The UFLUX ensemble of multiple-scale carbon, water, and energy fluxes | Zhu, Songyan, Xu, Jian, Zeng, Jingya, Bao, Shanning, Chen, Yumeng, Shi, Shuaiyi, Zheng, Zhonghua, Dong, Wenquan, Wang, Yapeng, Shi, Jiancheng | Land Use/Land Cover Classification | |
| Using explainable AI to diagnose the representation of environmental drivers in process-based soil organic carbon models | Wang, Lingfei, Abramowitz, Gab, Wang, Ying-Ping, Pitman, Andy, Ciais, Philippe, Goll, Daniel S. | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity | |
| Variance-based sensitivity analysis of climate variability impact on | Xu, Yingqiang, Albalawneh, Abeer, Al-Zoubi, Maysoon, Baroud, Hiba | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Topographical Relief Maps, Land Surface Temperature, Emissivity | |
| Urbanization Impacts on South China Greater Bay Area Extreme RainfallSensitivity to Synoptic Systems during the Pre-Monsoon Period | Hu, Chenxi, Tam, Chi-Yung, Wang, Ziqian, Fang, Xiaoyi, Yang, Zong-Liang | Total Surface Precipitation Rate, Land Use/Land Cover Classification | |
| Weakly Supervised Framework Considering Multi-Temporal Information for | Wang, Yuze, Hu, Aoran, Qi, Ji, Liu, Yang, Tao, Chao | Land Use/Land Cover Classification |