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 |
|---|---|---|---|
| The Drought Regime in Southern Africa: A Systematic Review | Chivangulula, Fernando Maliti, Amraoui, Malik, Pereira, Mario Gonzalez | Photosynthetically Active Radiation, Leaf Area Index (LAI), Leaf Characteristics, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Evapotranspiration, Latent Heat Flux, Land Use/Land Cover Classification, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Vegetation Cover, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES, Photosynthesis, Primary Production, Emissivity, Reflectance | |
| The effects of landscape composition and configuration on forest Gross Primary Production (GPP) are affected by climate conditions: patterns and management ... | Gao, Haiqiang, Ning, Ying, Liu, Shuguang | Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity | |
| The potential distribution of the yellow monitor, Varanus flavescens (Hardwick & Gray) under multiple climate, land cover and dispersal scenarios in Nepal | Baral, Suraj, Kunwar, Amar, Adhikari, Dipendra, Kandel, Kanti, Mandal, Dev Narayan, Thapa, Arjun, Neupane, Dinesh, Thapa, Tej B. | Land Use/Land Cover, Anthropogenic/Human Influenced Ecosystems, Sustainability, Land Use/Land Cover Classification | |
| The role of crop classification in detecting wheat yield variation for index-based agricultural insurance in arid and semiarid environments | Eltazarov, Sarvarbek, Bobojonov, Ihtiyor, Kuhn, Lena, Glauben, Thomas | Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Surface Temperature, Emissivity, Land Use/Land Cover Classification, Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Surfacedriven amplification of MJO circulation anomalies across East Africa and its influence on the Turkana jet | Talib, Joshua, Taylor, Christopher M., Harris, Bethan L., Wainwright, Caroline M. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain | |
| Spatiotemporally consistent global dataset of the GIMMS leaf area index | Cao, Sen, Li, Muyi, Zhu, Zaichun, Wang, Zhe, Zha, Junjun, Zhao, Weiqing, Duanmu, Zeyu, Chen, Jiana, Zheng, Yaoyao, Chen, Yue, Myneni, Ranga B., Piao, Shilong | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Canopy Characteristics | |
| Spatiotemporally consistent global dataset of the GIMMS Normalized Difference Vegetation Index (PKU GIMMS NDVI) from 1982 to 2022 | Li, Muyi, Cao, Sen, Zhu, Zaichun, Wang, Zhe, Myneni, Ranga B., Piao, Shilong | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| Using Knowledge Granularity Entropy to Measure Eco-Environmental Impacts of Land Cover Changes in ASEAN from 2001 to 2020 | Liao, Weihua | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity, Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | |
| Downscaling Simulation of Groundwater Storage in the Beijing, Tianjin, and Hebei Regions of China Based on GRACE Data | Sun, Jianchong, Hu, Litang, Chen, Fei, Sun, Kangning, Yu, Lili, Liu, Xin | Land Use/Land Cover Classification, Total Surface Precipitation Rate | |
| A twenty-year dataset of soil moisture and vegetation optical depth from AMSR-E/2 measurements using the multi-channel collaborative algorithm | Hu, Lu, Zhao, Tianjie, Ju, Weimin, Peng, Zhiqing, Shi, Jiancheng, Rodriguez-Fernandez, Nemesio J., Wigneron, Jean-Pierre, Cosh, Michael H., Yang, Kun, Lu, Hui, Yao, Panpan | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Land Use/Land Cover Classification, Vegetation Water Content, Soil Moisture/Water Content, Skin Temperature | |
| Accurate statistical seasonal streamflow forecasts developed by incorporating remote sensing soil moisture and terrestrial water storage anomaly information | Wang, Mingxiu, Wyatt, Briana M., Ochsner, Tyson E. | Land Use/Land Cover Classification, Soil Moisture/Water Content, Root Zone Soil Moisture | |
| Retrieval of nighttime aerosol optical depth by simultaneous consideration of artificial and natural light sources | Meng, Yizhen, Zhou, Ji, Wang, Ziwei, Tang, Wenbin, Ma, Jin, Zhang, Tao, Long, Zhiyong | Land Use/Land Cover Classification, Aerosol Optical Depth/Thickness | |
| Reconstructing Groundwater Storage Changes in the North China Plain Using a Numerical Model and GRACE Data | Zhang, Junchao, Hu, Litang, Sun, Jianchong, Wang, Dao | Land Use/Land Cover Classification, Total Surface Precipitation Rate | |
| Generation of High Temporal Resolution Full-Coverage Aerosol Optical | Long, Zhiyong, Jin, Zichun, Meng, Yizhen, Ma, Jin | Land Use/Land Cover Classification, 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) | |
| Identifying Outliers of the MODIS Leaf Area Index Data by Including | Ma, Baibing, Xu, Ming | Geopotential Height, Altitude, Surface Temperature, Skin 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, Land Use/Land Cover Classification, Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, 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) | |
| 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 hierarchical category structure based convolutional recurrent neural network (HCS-ConvRNN) for Land-Cover classification using dense MODIS Time-Series data | Li, Jiayi, Zhang, Ben, Huang, Xin | Land Use/Land Cover Classification, Reflectance, Anisotropy | |
| 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 | |
| A global seamless 1 km resolution daily land surface temperature dataset (2003-2020) | Zhang, Tao, Zhou, Yuyu, Zhu, Zhengyuan, Li, Xiaoma, Asrar, Ghassem R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | |
| 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 | |
| <p>Evaluation and comparison of MERRA-2 AOD and DAOD with MODIS DeepBlue | Che, Yahui, Yu, Bofu, Parsons, Katherine, Desha, Cheryl, Ramezani, Mohammad | Land Use/Land Cover Classification | |
| <p>Towards near real-time national-scale soil water content monitoring | Fuentes, Ignacio, Padarian, Jose, Vervoort, R. Willem | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | |
| A 1 km daily surface soil moisture dataset of enhanced coverage under all-weather conditions over China in 20032019 | Song, Peilin, Zhang, Yongqiang, Guo, Jianping, Shi, Jiancheng, Zhao, Tianjie, Tong, Bing | Land Use/Land Cover Classification, Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture | |
| A comparison of remotely sensed environmental predictors for avian | Hopkins, Laurel M., Hallman, Tyler A., Kilbride, John, Robinson, W. Douglas, Hutchinson, Rebecca A. | Land Use/Land Cover Classification | |
| Flood Modeling Based on The Precipitation Data by Using Hec-Ras Software Version (5.0.7). | ", ZIYA KAYA, Yunus, UNES, Fatih, DEMIRCI, Mustafa | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Land Use/Land Cover Classification |