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 |
|---|---|---|---|
| A new agricultural drought index for monitoring the water stress of winter wheat | Wu, Dong, Li, Zhenhong, Zhu, Yongchao, Li, Xuan, Wu, Yingjie, Fang, Shibo | Land Use/Land Cover Classification, Evapotranspiration, Latent Heat Flux | |
| A review of satellite-based global agricultural monitoring systems available for Africa | Nakalembe, Catherine, Becker-Reshef, Inbal, Bonifacio, Rogerio, Hu, Guangxiao, Humber, Michael Laurence, Justice, Christina Jade, Keniston, John, Mwangi, Kenneth, Rembold, Felix, Shukla, Shraddhanand, Urbano, Ferdinando, Whitcraft, Alyssa Kathleen, Li, Yanyun, Zappacosta, Mario, Jarvis, Ian, Sanchez, Antonio | Land Use/Land Cover Classification, Crop/Plant Yields, Land Use Classes, Landscape Patterns, Cropland | |
| A phytolith supported biosphere-hydrosphere predictive model for Southern Ethiopia: Insights into paleoenvironmental changes and human landscape preferences since the last glacial maximum | Fischer, Markus L., Bachofer, Felix, Yost, Chad L., Bludau, Ines J. E., Schepers, Christian, Foerster, Verena, Lamb, Henry, Schabitz, Frank, Asrat, Asfawossen, Trauth, Martin H., Junginger, Annett | Land Use/Land Cover Classification, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain | |
| A preliminary global automatic burned-area algorithm at medium resolution in google earth engine | Roteta, Ekhi, Bastarrika, Aitor, Ibisate, Askoa, Chuvieco, Emilio | Land Use/Land Cover Classification, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area | |
| A random forest-based data fusion method for obtaining all-weather land surface temperature with high spatial resolution | Xu, Shuo, Cheng, Jie, Zhang, Quan | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| A methodology to reconstruct LAI time series data based on generative adversarial network and improved Savitzky-Golay filter | Huang, Anqi, Shen, Runping, Di, Wenli, Han, Huimin | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification | |
| A decreasing carbon allocation to belowground autotrophic respiration in global forest ecosystems | Tang, Xiaolu, Shi, Yuehong, Luo, Xinruo, Liu, Liang, Jian, Jinshi, Bond-Lamberty, Ben, Hao, Dalei, Olchev, Alexander, Zhang, Wenjie, Gao, Sicong, Li, Jingji | Land Use/Land Cover Classification | |
| A deep learning ensemble model for wildfire susceptibility mapping | Bjanes, Alexandra, De La Fuente, Rodrigo, Mena, Pablo | Land Use/Land Cover Classification, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| A deep-learning-based experiment for benchmarking the performance of global terrestrial vegetation phenology models | Zhou, Xuewen, Xin, Qinchuan, Dai, Yongjiu, Li, Wanjing | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI) | |
| A disease control-oriented land cover land use map for myanmar | Chen, Dong, Shevade, Varada, Baer, Allison, He, Jiaying, Hoffman-Hall, Amanda, Ying, Qing, Li, Yao, Loboda, Tatiana V. | Land Use/Land Cover Classification | |
| A machine learning approach to monitoring and forecasting spatio-temporal dynamics of land cover in Cox's Bazar district, Bangladesh from 2001 to 2019 | Roy, Bishal | Land Use/Land Cover Classification | |
| A framework to assess the potential uncertainties of three FPAR products | Chen, Xin, Chen, Tiexi, Shu, Yu, Yan, Qingyun, Han, Qifei, Wei, Xueqiong, Li, Chaofan, Wang, Guojie, Xie, Yong | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification | |
| A multi-factor integrated method of calculation unit delineation for | Li, Bu, Zhou, Xing, Ni, Guangheng, Cao, Xuejian, Tian, Fuqiang, Sun, Ting | Land Use/Land Cover Classification, RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Evapotranspiration, Latent Heat Flux | |
| Anemia prevalence in women of reproductive age in low-and middle-income countries between 2000 and 2018 | Kinyoki, Damaris, Osgood-Zimmerman, Aaron E., Bhattacharjee, Natalia V., Schaeffer, Lauren E., Lazzar-Atwood, Alice, Lu, Dan, Ewald, Samuel B., Donkers, Katie M., Letourneau, Ian D., Collison, Michael, Schipp, Megan F., Abajobir, Amanuel, Abbasi, Sima, Abbasi, Nooshin, Abbasifard, Mitra, Abbasi-Kangevari, Mohsen, Abbastabar, Hedayat, Abd-Allah, Foad, Abdelalim, Ahmed, Abd-Elsalam, Sherief M., Abdoli, Amir, Abdollahpour, Ibrahim, Abedi, Aidin, Abolhassani, Hassan, Abraham, Biju, Abreu, Lucas Guimaraes, Abrigo, Michael R. M., Abualhasan, Ahmed, Abu-Gharbieh, Eman, Abushouk, Abdelrahman I., Accrombessi, Manfred Mario Kokou, Adabi, Maryam, Adebayo, Oladimeji M., Adegbosin, Adeyinka Emmanuel, Adekanmbi, Victor, Adetokunboh, Olatunji O., Adeyinka, Daniel Adedayo, Adham, Davoud, Advani, Shailesh M., Agasthi, Pradyumna, Aghaali, Mohammad, Ahmad, Sohail, Ahmad, Tauseef, Ahmadi, Keivan, Ahmadi, Sepideh, Ahmed, Muktar Beshir, Aichour, Miloud Taki Eddine, Aji, Budi, Akinyemi, Oluwaseun Oladapo, Aklilu, Addis, Akunna, Chisom Joyqueenet, Al-Aly, Ziyad, Alanzi, Turki M., Alcalde-Rabanal, Jacqueline Elizabeth, Alemu, Biresaw Wassihun, Alemu, Ayinalem, Alhassan, Robert Kaba, Alif, Sheikh Mohammad, Alipour, Vahid, Alizade, Hesam, Aljunid, Syed Mohamed, Almasi-Hashiani, Amir, Al-Mekhlafi, Hesham M., Al-Raddadi, Rajaa M., Alvis-Guzman, Nelson, Amini, Saeed, Amiri, Fatemeh, Amugsi, Dickson A., Anber, Nahla Hamed, Ancuceanu, Robert, Andrei, Tudorel, Anegago, Masresha Tessema, Anjomshoa, Mina, Ansari, Fereshteh, Ansari-Moghaddam, Alireza, Anteneh, Zelalem Alamrew, Antriyandarti, Ernoiz, Anvari, Davood, Anwer, Razique, Aqeel, Muhammad, Arabloo, Jalal, Arab-Zozani, Morteza, Aremu, Olatunde, Areri, Habtamu Abera, Artaman, Al, Arzani, Afsaneh, Asaad, Malke, Asadi-Aliabadi, Mehran, Asadi-Pooya, Ali A., Asemahagn, Mulusew A., Asghari Jafarabadi, Mohammad, Ashebir, Mengistu M., Ataro, Zerihun, Athari, Seyyede Masoume, Athari, Seyyed Shamsadin, Atout, Maha Mohd Wahbi, Ausloos, Marcel, Awoke, Nefsu, Ayala Quintanilla, Beatriz Paulina, Ayano, Getinet, Ayanore, Martin Amogre, Aynalem, Yared Asmare, Ayza, Muluken Altaye, Azadmehr, Abbas, B, Darshan, Babalola, Tesleem Kayode, Badawi, Alaa, Badiye, Ashish D., Bahrami, Mohammad Amin, Bairwa, Mohan, Bakkannavar, Shankar M., Banik, Palash Chandra, Baraki, Adhanom Gebreegziabher, Barboza, Miguel A., Basaleem, Huda, Basu, Sanjay, Bayati, Mohsen, Baye, Bayisa Abdissa, Bazmandegan, Gholamreza, Bedi, Neeraj, Bekuma, Tariku Tesfaye Tesfaye, Bell, Michelle L., Bensenor, Isabela M., Berhe, Kidanemaryam, Berhe, Abadi Kidanemariam, Berhie, Kidanemariam Alem, Bhandari, Dinesh, Bhardwaj, Nikha, Bhardwaj, Pankaj, Bhattacharyya, Krittika, Bhattarai, Suraj, Bhutta, Zulfiqar A., Bijani, Ali, Bikbov, Boris, Biondi, Antonio, Birhanu, Minyichil, Biswas, Raaj Kishore, Bockarie, Moses John, Bohlouli, Somayeh, Bohluli, Mahdi, Boloor, Archith, Borzouei, Shiva, Bragazzi, Nicola Luigi, Braithwaite, Dejana, Brunoni, Andre R., Burugina Nagaraja, Sharath, Butt, Zahid A., Caetano dos Santos, Florentino Luciano, Camera, Luis Alberto, Car, Josip, Cardenas, Rosario, Carvalho, Felix, Castaldelli-Maia, Joao Mauricio, Castaneda-Orjuela, Carlos A., Castro, Franz, Cevik, Muge, Chanie, Wagaye Fentahun, Charan, Jaykaran, Chatterjee, Souranshu, Chattu, Vijay Kumar, Chaturvedi, Sarika, Chen, Simiao, Chin, Ken Lee, Chowdhury, Mohiuddin Ahsanul Kabir, Cook, Aubrey J., Costa, Vera Marisa, Cromwell, Elizabeth A., Dachew, Berihun Assefa, Dagne, Henok, Dagnew, Baye, Dahiru, Tukur, Dahlawi, Saad M. A., Dai, Haijiang, Dai, Hancheng, Dandona, Lalit, Dandona, Rakhi, Daneshpajouhnejad, Parnaz, Daoud, Farah, Das, Jai K., Das Gupta, Rajat, Dash, Aditya Prasad, Davila-Cervantes, Claudio Alberto, Davletov, Kairat, Deeba, Farah, De Neve, Jan-Walter, Denova-Gutierrez, Edgar, Deribe, Kebede, Desalew, Assefa, Dessie, Getenet Ayalew, Dey, Sagnik, Dhimal, Meghnath, Dhungana, Govinda Prasad, Dianatinasab, Mostafa, Diaz, Daniel, Dipeolu, Isaac Oluwafemi, Djalalinia, Shirin, Do, Hoa Thi, Dorostkar, Fariba, Doshmangir, Leila, Duko, Bereket, Duraes, Andre Rodrigues, Earl, Lucas, Edinur, Hisham Atan, Efendi, Ferry, Elayedath, Rajesh, Elema, Teshome Bekele, Elhabashy, Hala Rashad, El-Jaafary, Shaimaa I., El Sayed, Iman, El Sayed Zaki, Maysaa, Elsharkawy, Aisha, El-Sherbiny, Yasser Mohamed, El Tantawi, Maha, Endalew, Daniel Adane, Eshrati, Babak, Eskandari, Khalil, Eskandarieh, Sharareh, Fadhil, Ibtihal, Faraon, Emerito Jose A., Fareed, Mohammad, Faris, Pawan Sirwan, Farwati, Medhat, Farzadfar, Farshad, Fasanmi, Abidemi Omolara, Fattahi, Nazir, Fauk, Nelsensius Klau, Feigin, Valery L., Feleke, Berhanu Elfu, Fereshtehnejad, Seyed-Mohammad, Fernandes, Eduarda, Ferrara, Pietro, Foigt, Nataliya A., Fomenkov, Artem Alekseevich, Foroutan, Masoud, Francis, Joel Msafiri, Franklin, Richard Charles, Freitas, Marisa, Fukumoto, Takeshi, Gad, Mohamed M., Gaidhane, Abhay Motiramji, Gayesa, Reta Tsegaye, Geberemariyam, Biniyam Sahiledengle, Gebregiorgis, Birhan Gebresillassie, Gebremariam, Hadush, Gebremariam, Tesfay B. B., Gebremeskel, Leake, Gebremeskel, Gebreamlak Gebremedhn, Gebreslassie, Assefa Ayalew, Geramo, Yilma Chisha Dea, Gesesew, Hailay Abrha, Gessner, Bradford D., Getacher, Lemma, Ghadiri, Keyghobad, Ghaffarifar, Fatemeh, Ghafourifard, Mansour, Ghajarzadeh, Mahsa, Ghamari, Farhad, Ghashghaee, Ahmad, Ghith, Nermin, Gilani, Syed Amir, Gill, Tiffany K., Godinho, Myron Anthony, Gona, Philimon N., Grada, Ayman, Gubari, Mohammed Ibrahim Mohialdeen, Gudi, Nachiket, Guido, Davide, Guled, Rashid Abdi, Guo, Yuming, Gupta, Rachita, Gupta, Rajeev, Haj-Mirzaian, Arvin, Hamadeh, Randah R., Handiso, Demelash Woldeyohannes, Hanif, Asif, Hargono, Arief, Hasaballah, Ahmed I., Hasan, Md Mehedi, Hasan, Syed Shahzad, Hashemian, Maryam, Hashi, Abdiwahab, Hassan, Shoaib, Hassan, Amr, Hassanipour, Soheil, Hassankhani, Hadi, Hayat, Khezar, Hegazy, Mohamed I., Heidari-Soureshjani, Reza, Henry, Nathaniel J., Herteliu, Claudiu, Heydarpour, Fatemeh, Heydarpour, Sousan, Hidru, Hagos Degefa de, Hoang, Chi Linh, Holla, Ramesh, Hon, Julia, Hong, Sung Hwi, Hoogar, Praveen, Hosseini, Seyyed Nasrollah, Hosseinzadeh, Mehdi, Hostiuc, Mihaela, Hostiuc, Sorin, Hotez, Peter J., Househ, Mowafa, Huda, Tanvir M., Huluko, Dawit Hoyiso Huluko, Hussain, Syed Ather, Hwang, Bing-Fang, Ilesanmi, Olayinka Stephen, Ilic, Irena M., Ilic, Milena D., Inbaraj, Leeberk Raja, Iqbal, Usman, Islam, M. Mofizul, Islam, Sheikh Mohammed Shariful, Iwu, Chinwe Juliana, Iwu, Chidozie C. D., Jadidi-Niaragh, Farhad, Jahani, Mohammad Ali, Jain, Vardhmaan, Jakovljevic, Mihajlo, Jalali, Amir, Jalilian, Farzad, Janodia, Manthan Dilipkumar, Javaheri, Tahereh, Jha, Ravi Prakash, John, Oommen, Johnson, Kimberly B., Jonas, Jost B., Jonnagaddala, Jitendra, Joseph, Nitin, Joshi, Ankur, Joukar, Farahnaz, Jozwiak, Jacek Jerzy, Kabir, Ali, Kabir, Zubair, Kahlon, Tanvir, Kalankesh, Leila R., Kalhor, Rohollah, Kamath, Ashwin, Kamiab, Zahra, Kanchan, Tanuj, Kapil, Umesh, Kapoor, Neeti, Karami Matin, Behzad, Karimi, Salah Eddin, Kasa, Ayele Semachew, Kasahun, Gebremicheal Gebreslassie, Kassa, Zemenu Yohannes, Kassa, Gebrehiwot G., Kassahun, Getinet, Kayode, Gbenga A., Kazemi Karyani, Ali, Keflie, Tibebeselassie S., Keiyoro, Peter Njenga, Kelkay, Bayew, Keramati, Maryam, Ketema, Daniel Bekele, Khalid, Nauman, Khammarnia, Mohammad, Khan, Md Nuruzzaman, Khan, Maseer, Khan, Junaid, Khatab, Khaled, Khater, Amir M., Khater, Mona M., Khoja, Abdullah T., Khubchandani, Jagdish, Kianipour, Neda, Kim, Young-Eun, Kim, Yun Jin, Kimokoti, Ruth W., Kisa, Sezer, Kisa, Adnan, Kolola, Tufa, Koolivand, Ali, Kosen, Soewarta, Koul, Parvaiz A., Koyanagi, Ai, Krishan, Kewal, Krishnamoorthy, Vijay, Kuate Defo, Barthelemy, Kugbey, Nuworza, Kulkarni, Vaman, Kumar, G. Anil, Kumar, Nithin, Kumar, Pushpendra, Kumar, Manasi, Kurmi, Om P., Kusuma, Dian, Lacey, Ben, Lad, Deepesh P., Lal, Dharmesh Kumar, Lami, Faris Hasan, Landires, Ivan, Larsson, Anders O., Lasrado, Savita, Laurens, Matthew B., La Vecchia, Carlo, Laxmaiah, Avula, Lee, Paul H., Lee, Shaun Wen Huey, LeGrand, Kate E., Lewycka, Sonia, Li, Bingyu, Li, Shanshan, Liu, Xuefeng, Lopez, Jaifred Christian F., Machado, Daiane Borges, Madhava Kunjathur, Shilpashree, Magdy Abd El Razek, Hassan, Magdy Abd El Razek, Muhammed, Mahadeshwara Prasad, D. R., Mahasha, Phetole Walter, Maheri, Mina, Mahotra, Narayan B., Majeed, Azeem, Maled, Venkatesh, Maleki, Shokofeh, Malekzadeh, Reza, Malta, Deborah Carvalho, Mamun, Abdullah A., Mansour-Ghanaei, Fariborz, Mansouri, Borhan, Mansournia, Mohammad Ali, Manzar, Md Dilshad Dilshad, Marrugo Arnedo, Carlos Alberto, Martins-Melo, Francisco Rogerlandio, Masaka, Anthony, Maulik, Pallab K., Mayala, Benjamin K., Mehari, Medhin, Mehndiratta, Man Mohan, Mehrabi Nasab, Entezar, Mehri, Fereshteh, Mehta, Kala M., Meitei, Wahengbam Bigyananda, Mekonnen, Teferi, Meles, Gebrekiros Gebremichael, Melku, Mulugeta, Mendoza, Walter, Menezes, Ritesh G., Mengesha, Meresa Berwo, Mengesha, Endalkachew Worku, Meretoja, Tuomo J., Mersha, Abera M., Metekiya, Workua Mekonnen, Miazgowski, Tomasz, Michalek, Irmina Maria, Mini, G. K., Mir, Shabir Ahmad, Mirica, Andreea, Mirrakhimov, Erkin M., Mirzaei, Hamed, Mirzaei, Maryam, Mirzaei-Alavijeh, Mehdi, Misra, Sanjeev, Moazen, Babak, Moghadaszadeh, Masoud, Mohammad, Yousef, Mohammad, Dara K., Mohammad Gholi Mezerji, Naser, Mohammadi, Seyyede Momeneh, Mohammadian-Hafshejani, Abdollah, Mohammadpourhodki, Reza, Mohammed, Hayat Maeruf, Mohammed, Salahuddin, Mohammed, Ammas Siraj, Mohammed, Shafiu, Mohammed, Jemal Abdu, Mohseni Bandpei, Mohammad A., Mokdad, Ali H., Molassiotis, Alex, Monasta, Lorenzo, Moradi, Masoud, Moradi-Lakeh, Maziar, Moradzadeh, Rahmatollah, Moraga, Paula, Mosapour, Abbas, Mouodi, Simin, Mousavi, Seyyed Meysam, Mousavi Khaneghah, Amin, Mulu, Getaneh Baye B., Munir, Mehnaz, Muriithi, Moses K., Murthy, G. V. S., Mustafa, Ghulam, Nabhan, Ashraf F., Naderi, Mehdi, Nagarajan, Ahamarshan Jayaraman, Nagaraju, Shankar Prasad, Naghavi, Mohsen, Naik, Gurudatta, Naimzada, Mukhammad David, Nangia, Vinay, Nansseu, Jobert Richie, Naqvi, Atta Abbas, Nascimento, Bruno Ramos, Nayak, Smitha, Nayak, Vinod C., Nazari, Javad, Ndejjo, Rawlance, Negoi, Ionut, Negoi, Ruxandra Irina, Netsere, Henok Biresaw, Nguefack-Tsague, Georges, Ngunjiri, Josephine W., Nguyen, Cuong Tat, Nguyen, Diep Ngoc, Nguyen, Huong Lan Thi, Nigatu, Yeshambel T., Nikbakhsh, Rajan, Nikpoor, Amin Reza, Nnaji, Chukwudi A., Nong, Vuong Minh, Noubiap, Jean Jacques, Nunez-Samudio, Virginia, Nwatah, Vincent Ebuka, Nyanhanda, Tafadzwa, Oancea, Bogdan, Ogbo, Felix Akpojene, Oghenetega, Onome Bright, Oh, In-Hwan, Okello, Daniel Micheal, Oladnabi, Morteza, Olagunju, Andrew T., Olusanya, Jacob Olusegun, Olusanya, Bolajoko Olubukunola, Bali, Ahmed Omar, Omer, Muktar Omer, Omonisi, Abidemi E. Emmanuel, Onwujekwe, Obinna E., Ortiz, Alberto, Ortiz-Panozo, Eduardo, Otstavnov, Nikita, Otstavnov, Stanislav S., Owolabi, Mayowa O., Mahesh, P. A., Padubidri, Jagadish Rao, Pakhare, Abhijit P., Pakshir, Keyvan, Pana, Adrian, Panda-Jonas, Songhomitra, Pandey, Anamika, Pandi-Perumal, Seithikurippu R., Pangaribuan, Helena Ullyartha, Pasupula, Deepak Kumar, Patel, Sangram Kishor, Patel, Urvish K., Pathak, Ashish, Patton, George C., Toroudi, Hamidreza Pazoki, Pereira, Jeevan, Pescarini, Julia Moreira, Pham, Hai Quang, Pickering, Brandon V., Pirouzpanah, Saeed, Pirsaheb, Meghdad, Pokhrel, Khem Narayan, Postma, Maarten J., Pottoo, Faheem Hyder, Pourchamani, Hadis, Pourjafar, Hadi, Poustchi, Hossein, Prada, Sergio I., Pribadi, Dimas Ria Angga, Syed, Zahiruddin Quazi, Rabiee, Navid, Rafiee, Ata, Rahim, Fakher, Rahman, Mohammad Hifz Ur, Rahman, Muhammad Aziz, Rahmani, Amir Masoud, Rai, Rajesh Kumar, Rajesh, Aashish, Ram, Pradhum, Ramezanzadeh, Kiana, Ranabhat, Chhabi Lal, Rao, Sowmya J., Rao, Satish, Rastogi, Prateek, Rathi, Priya, Rawal, Lal, Rawasia, Wasiq Faraz, Rawassizadeh, Reza, Regassa, Lemma Demissie, Reiner, Robert C., Reshmi, Bhageerathy, Rezaei, Nima, Rezahosseini, Omid, Rezapour, Aziz, Riahi, Seyed Mohammad, Ribeiro, Daniela, Ribeiro, Ana Isabel, Rickard, Jennifer, Roba, Hirbo Shore, Roever, Leonardo, Ronfani, Luca, Rostamian, Morteza, Rumisha, Susan Fred, Rwegerera, Godfrey M., Sabour, Siamak, Sadeghi, Ehsan, Saeedi Moghaddam, Sahar, Sagar, Rajesh, Sahebkar, Amirhossein, Sahraian, Mohammad Ali, Sajadi, S. Mohammad, Salam, Nasir, Salem, Marwa Rashad, Kafil, Hossein Samadi, Santos, Itamar S., Santric-Milicevic, Milena M., Saraswathy, Sivan Yegnanarayana Iyer, Sarrafzadegan, Nizal, Sartorius, Benn, Sarveazad, Arash, Sathian, Brijesh, Sathish, Thirunavukkarasu, Saxena, Deepak, Sbarra, Alyssa N., Schwebel, David C., Senbeta, Anbissa Muleta, Sengupta, Debarka, Senthilkumaran, Subramanian, Sepanlou, Sadaf G., Seylani, Allen, Sha, Feng, Shafaat, Omid, Shahabi, Saeed, Shahbaz, Mohammad, Shahid, Izza, Shaikh, Masood Ali, Shaka, Mohammed Feyisso, Shalash, Ali S., Shamali, Mahdi, Shams-Beyranvand, Mehran, Shamsi, MohammadBagher, Shamsizadeh, Morteza, Shannawaz, Mohammed, Sharafi, Kiomars, Sharifi, Amrollah, Sheikh, Aziz, Sheikhtaheri, Abbas, Shetty, Ranjitha S., Shetty, B. Suresh Kumar, Shetty, Adithi, Shiferaw, Wondimeneh Shibabaw, Shigematsu, Mika, Il Shin, Jae, Shiri, Rahman, Shirkoohi, Reza, Shivarov, Velizar, Siabani, Soraya, Malleshappa, Sudeep K. Siddappa, Siddiqi, Tariq Jamal, Sidemo, Negussie Boti, Singh, Balbir Bagicha, Singh, Surya, Sintayehu, Yitagesu, Skryabin, Valentin Yurievich, Skryabina, Anna Aleksandrovna, Sobhiyeh, Mohammad Reza, Soheili, Amin, Soltani, Shahin, Sorrie, Muluken Bekele, Spurlock, Emma Elizabeth, Sreeramareddy, Chandrashekhar T., Sudaryanto, Agus, Sufiyan, Muawiyyah Babale, Sultan, Iyad, Tabares-Seisdedos, Rafael, Tabuchi, Takahiro, Taddele, Biruk Wogayehu, Tadesse, Eyayou Girma, Taherkhani, Amir, Tamir, Zemenu, Tamiru, Animut Tagele, Tareque, Md Ismail, Tbakhi, Abdelghani, Teame, Hirut, Tefera, Yonas Getaye, Tehrani-Banihashemi, Arash, Tekalegn, Yohannes, Tekle, Merhawi Gebremedhin, Teklehaimanot, Berhane Fseha, Temsah, Mohamad-Hani, Tesema, Getayeneh Antehunegn, Thankappan, Kavumpurathu Raman, Thomas, Nihal, Tiki, Takele, Tilahune, Asres Bedaso, Titova, Mariya Vladimirovna, Tovani-Palone, Marcos Roberto, Tran, Khanh Bao, Tran, Bach Xuan, Tripathi, Rajnish, Tripathy, Jaya Prasad, Truong, Phuong N., Uddin, Riaz, Ullah, Anayat, Umeokonkwo, Chukwuma David, Uneke, Chigozie Jesse, Unnikrishnan, Bhaskaran, Upadhyay, Era, Usman, Muhammad Shariq, Vacante, Marco, Vakilian, Alireza, Tahbaz, Sahel Valadan, Valdez, Pascual R., Vasseghian, Yasser, Verma, Madhur, Violante, Francesco S., Vo, Bay, Wado, Yohannes Dibaba, Waheed, Yasir, Wang, Yafeng, Wang, Yuan-Pang, Wangdi, Kinley, Weldesamuel, Girmay Teklay, Werdecker, Andrea, Wiangkham, Taweewat, Wickramasinghe, Nuwan Darshana, Wiysonge, Charles Shey, Wonde, Tewodros Eshete, Wu, Ai-Min, Wu, Chenkai, Xie, Yang, Yadollahpour, Ali, Jabbari, Seyed Hossein Yahyazadeh, Yamada, Tomohide, Yang, Mingyou, Yaya, Sanni, Yazdi-Feyzabadi, Vahid, Yeheyis, Tomas Y., Yeshaneh, Alex, Yeshaw, Yigizie, Yeshitila, Yordanos Gizachew, Yilma, Mekdes Tigistu, Yip, Paul, Young, Melissa F., Yousefi, Zabihollah, Yousefinezhadi, Taraneh, Yousof, Hebat-Allah Salah A., Yousuf, Abdilahi Yousuf, Yu, Chuanhua, Yu, Yong, Zafar, Shamsa, Zaidi, Syed Saoud, Zaidi, Zoubida, Zakzuk, Josefina, Bin Zaman, Sojib, Zamani, Mohammad, Zamanian, Maryam, Zandifar, Alireza, Zangeneh, Alireza, Zastrozhin, Mikhail Sergeevich, Zastrozhina, Anasthasia, Zewdie, Dejene Tesfaye, Zewdie, Kaleab Alemayehu, Zhang, Yunquan, Zhu, Cong, Ziapour, Arash, Kassebaum, Nicholas J., Hay, Simon I. | Land Use/Land Cover Classification | |
| Gap filling for historical Landsat NDVI time series by integrating climate data | Yu, Wentao, Li, Jing, Liu, Qinhuo, Zhao, Jing, Dong, Yadong, Zhu, Xinran, Lin, Shangrong, Zhang, Hu, Zhang, Zhaoxing | Land Use/Land Cover Classification | |
| Gap-filling of 8-day terra MODIS daytime land surface temperature in high-latitude cold region with generalized additive models (GAM) | Guo, Dianfan, Wang, Cuizhen, Zang, Shuying, Hua, Jinxi, Lv, Zhenghan, Lin, Yue | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | |
| Generating the 30-m land surface temperature product over continental China and USA from Landsat 5/7/8 data | Cheng, Jie, Meng, Xiangchen, Dong, Shengyue, Liang, Shunlin | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | |
| Geo-ecological impact assessment of severe cyclonic storm Amphan on Sundarban mangrove forest using geospatial technology | Mishra, Manoranjan, Acharyya, Tamoghna, Santos, Celso Augusto Guimaraes, Silva, Richarde Marques da, Kar, Dipika, Mustafa Kamal, Abu Hena, Raulo, Susmita | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | |
| GLC_FCS30: Global land-cover product with fine classification system at 30g m using time-series Landsat imagery | Zhang, Xiao, Liu, Liangyun, Chen, Xidong, Gao, Yuan, Xie, Shuai, Mi, Jun | Land Use/Land Cover Classification, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, RADAR IMAGERY, Reflectance, Anisotropy | |
| Global and regional impacts of land cover changes on isoprene emissions | Opacka, Beata, Muller, Jean-Francois, Stavrakou, Trissevgeni, Bauwens, Maite, Sindelarova, Katerina, Markova, Jana, Guenther, Alex B. | Land Use/Land Cover Classification | |
| Forest Canopy Changes in the Southern Amazon during the 2019 Fire Season | Zhang, Huixian, Hagan, Daniel Fiifi Tawia, Dalagnol, Ricardo, Liu, Yi | Reflectance, Snow Grain Size, Snow Cover, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Land Use/Land Cover Classification, Burned Area | |
| Global trends in vegetation seasonality in the GIMMS NDVI3g and their robustness | Ye, Wentao, van Dijk, Albert I.J.M., Huete, Alfredo, Yebra, Marta | Land Use/Land Cover Classification | |
| Global predictions of primary soil salinization under changing climate in the 21st century | Hassani, Amirhossein, Azapagic, Adisa, Shokri, Nima | Land Use/Land Cover Classification, Carbon, Nitrogen, Soil Water Holding Capacity, Soil Bulk Density, Soil Chemistry, Soil Classification, Soil Moisture/Water Content, Soil Horizons/Profile | |
| GLOBE Observer and the GO on a trail data challengeA citizen science approach to generating a global land cover land use reference dataset | Kohl, Holli A., Nelson, Peder V., Pring, John, Weaver, Kristen L., Wiley, Daniel M., Danielson, Ashley B., Cooper, Ryan M., Mortimer, Heather, Overoye, David, Burdick, Autumn, Taylor, Suzanne, Haley, Mitchell, Haley, Samual, Lange, Josh, Lindblad, Morgan E. | Land Use/Land Cover Classification | |
| Global Land Cover Assessment Using Spatial Uniformity Validation Dataset | Ishii, Yoshie, Iwao, Koki, Kinoshita, Tsuguki | Land Use/Land Cover Classification, REFLECTED INFRARED, THERMAL INFRARED, VISIBLE IMAGERY, Visible Radiance |