16 Apr 2019
16 Apr 2019
Theia Snow collection: high-resolution operational snow cover maps from Sentinel-2 and Landsat-8 data
Simon Gascoin et al.
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Cited
64 citations as recorded by crossref.
- Snow depth mapping from stereo satellite imagery in mountainous terrain: evaluation using airborne laser-scanning data C. Deschamps-Berger et al. 10.5194/tc-14-2925-2020
- Evaluating satellite retrieved fractional snow-covered area at a high-Arctic site using terrestrial photography K. Aalstad et al. 10.1016/j.rse.2019.111618
- Non-Binary Snow Index for Multi-Component Surfaces M. Arreola-Esquivel et al. 10.3390/rs13142777
- On the Seasonality of the Snow Optical Behaviour at Ny Ålesund (Svalbard Islands, Norway) R. Salzano et al. 10.3390/geosciences11030112
- Accelerated Snow Melt in the Russian Caucasus Mountains After the Saharan Dust Outbreak in March 2018 M. Dumont et al. 10.1029/2020JF005641
- Remote sensing of the mountain cryosphere: Current capabilities and future opportunities for research L. Taylor et al. 10.1177/03091333211023690
- Multi-scale snowdrift-permitting modelling of mountain snowpack V. Vionnet et al. 10.5194/tc-15-743-2021
- Spatial Downscaling of MODIS Snow Cover Observations Using Sentinel-2 Snow Products J. Revuelto et al. 10.3390/rs13224513
- Automatic water detection from multidimensional hierarchical clustering for Sentinel-2 images and a comparison with Level 2A processors M. Cordeiro et al. 10.1016/j.rse.2020.112209
- Sentinel-1 time series for mapping snow cover depletion and timing of snowmelt in Arctic periglacial environments: case study from Zackenberg and Kobbefjord, Greenland S. Buchelt et al. 10.5194/tc-16-625-2022
- Retrieval of Snow Albedo and Total Ozone Column from Single-View MSI/S-2 Spectral Reflectance Measurements over Antarctica A. Kokhanovsky et al. 10.3390/rs13214404
- The role of liquid water percolation representation in estimating snow water equivalent in a Mediterranean mountain region (Mount Lebanon) A. Fayad & S. Gascoin 10.5194/hess-24-1527-2020
- Snow cover estimation from MODIS and Sentinel-1 SAR data using machine learning algorithms in the western part of the Tianshan Mountains Y. Liu et al. 10.1007/s11629-019-5723-1
- Hyper-resolution ensemble-based snow reanalysis in mountain regions using clustering J. Fiddes et al. 10.5194/hess-23-4717-2019
- Comparing Measured Incoming Shortwave and Longwave Radiation on a Glacier Surface with Estimated Records from Satellite and Off-Glacier Observations: A Case Study for the Forni Glacier, Italy A. Senese et al. 10.3390/rs12223719
- Semi-Automatic Fractional Snow Cover Monitoring from Near-Surface Remote Sensing in Grassland A. Caparó Bellido & B. Rundquist 10.3390/rs13112045
- Retrieval of Snow Properties from the Sentinel-3 Ocean and Land Colour Instrument A. Kokhanovsky et al. 10.3390/rs11192280
- Identification of Snow Using Fully Polarimetric SAR Data Based On Entropy and Anisotropy D. Varade et al. 10.1029/2019WR025449
- Monitoring Spatial and Temporal Differences in Andean Snow Depth Derived From Satellite Tri-Stereo Photogrammetry T. Shaw et al. 10.3389/feart.2020.579142
- Assimilation of surface reflectance in snow simulations: Impact on bulk snow variables J. Revuelto et al. 10.1016/j.jhydrol.2021.126966
- Comparing Landsat-8 and Sentinel-2 top of atmosphere and surface reflectance in high latitude regions: case study in Alaska J. Chen & W. Zhu 10.1080/10106049.2021.1924295
- Essential Variables for Environmental Monitoring: What Are the Possible Contributions of Earth Observation Data Cubes? G. Giuliani et al. 10.3390/data5040100
- On the distribution and productivity of mountain grasslands in the Gran Paradiso National Park, NW Italy: A remote sensing approach G. Filippa et al. 10.1016/j.jag.2022.102718
- Towards the assimilation of satellite reflectance into semi-distributed ensemble snowpack simulations B. Cluzet et al. 10.1016/j.coldregions.2019.102918
- Estimating fractional snow cover from passive microwave brightness temperature data using MODIS snow cover product over North America X. Xiao et al. 10.5194/tc-15-835-2021
- A seasonal algorithm of the snow-covered area fraction for mountainous terrain N. Helbig et al. 10.5194/tc-15-4607-2021
- Simulating optical top-of-atmosphere radiance satellite images over snow-covered rugged terrain M. Lamare et al. 10.5194/tc-14-3995-2020
- Recent Changes in Groundwater and Surface Water in Large Pan-Arctic River Basins H. Lin et al. 10.3390/rs14030607
- Large‐scale and fine‐grained mapping of heathland habitats using open‐source remote sensing data L. Hubert‐Moy et al. 10.1002/rse2.253
- How Well Are We Measuring Snow Post-SPICE? J. Kochendorfer et al. 10.1175/BAMS-D-20-0228.1
- Climate-related drivers of nutrient inputs and food web structure in shallow Arctic lake ecosystems E. Calizza et al. 10.1038/s41598-022-06136-4
- Evaluation of snow extent time series derived from Advanced Very High Resolution Radiometer global area coverage data (1982–2018) in the Hindu Kush Himalayas X. Wu et al. 10.5194/tc-15-4261-2021
- Improving the Spatial Distribution of Snow Cover Simulations by Assimilation of Satellite Stereoscopic Imagery C. Deschamps‐Berger et al. 10.1029/2021WR030271
- One-Class Classification of Natural Vegetation Using Remote Sensing: A Review S. Rapinel & L. Hubert-Moy 10.3390/rs13101892
- Evaluation of Methods for Mapping the Snow Cover Area at High Spatio-Temporal Resolution with VENμS M. Baba et al. 10.3390/rs12183058
- Snow Property Inversion From Remote Sensing (SPIReS): A Generalized Multispectral Unmixing Approach With Examples From MODIS and Landsat 8 OLI E. Bair et al. 10.1109/TGRS.2020.3040328
- Monitoring Wet Snow Over an Alpine Region Using Sentinel-1 Observations F. Karbou et al. 10.3390/rs13030381
- Seasonal and Ephemeral Snowpacks of the Conterminous United States B. Hatchett 10.3390/hydrology8010032
- Performance Assessment of Optical Satellite-Based Operational Snow Cover Monitoring Algorithms in Forested Landscapes A. Muhuri et al. 10.1109/JSTARS.2021.3089655
- Reconstruction of Snow Depth Data at Moderate Spatial Resolution (1 km) from Remotely Sensed Snow Data and Multiple Optimized Environmental Factors: A Case Study over the Qinghai-Tibetan Plateau P. Wei et al. 10.3390/rs13040657
- Remote Sensing of Environmental Changes in Cold Regions: Methods, Achievements and Challenges J. Du et al. 10.3390/rs11161952
- Processing of VENµS Images of High Mountains: A Case Study for Cryospheric and Hydro-Climatic Applications in the Everest Region (Nepal) Z. Bessin et al. 10.3390/rs14051098
- Estimating Fractional Snow Cover in Open Terrain from Sentinel-2 Using the Normalized Difference Snow Index S. Gascoin et al. 10.3390/rs12182904
- Snow Cover Evolution in the Gran Paradiso National Park, Italian Alps, Using the Earth Observation Data Cube C. Poussin et al. 10.3390/data4040138
- Comparison of MODIS and Model-Derived Snow-Covered Areas: Impact of Land Use and Solar Illumination Conditions N. Di Marco et al. 10.3390/geosciences10040134
- Recent advances in the remote sensing of alpine snow: a review S. Awasthi & D. Varade 10.1080/15481603.2021.1946938
- Enhanced scaling effects significantly lower the ability of MODIS normalized difference snow index to estimate fractional and binary snow cover on the Tibetan Plateau H. Zhang et al. 10.1016/j.jhydrol.2020.125795
- Pan-European meteorological and snow indicators of climate change impact on ski tourism S. Morin et al. 10.1016/j.cliser.2021.100215
- Land surface phenology in the highland pastures of montane Central Asia: Interactions with snow cover seasonality and terrain characteristics M. Tomaszewska et al. 10.1016/j.rse.2020.111675
- Data Assimilation Improves Estimates of Climate-Sensitive Seasonal Snow M. Girotto et al. 10.1007/s40641-020-00159-7
- Toward Snow Cover Estimation in Mountainous Areas Using Modern Data Assimilation Methods: A Review C. Largeron et al. 10.3389/feart.2020.00325
- A Revised Snow Cover Algorithm to Improve Discrimination between Snow and Clouds: A Case Study in Gran Paradiso National Park C. Richiardi et al. 10.3390/rs13101957
- An Automated Snow Mapper Powered by Machine Learning H. Wang et al. 10.3390/rs13234826
- Brief communication: Evaluation of the snow cover detection in the Copernicus High Resolution Snow & Ice Monitoring Service Z. Barrou Dumont et al. 10.5194/tc-15-4975-2021
- Snow depth in Dhundi: an estimate based on weighted bias corrected differential phase observations of dual polarimetric bi-temporal Sentinel-1 data D. Varade et al. 10.1080/01431161.2019.1698076
- Intercomparison of Sentinel-2 and modelled snow cover maps in a high-elevation Alpine catchment F. Hofmeister et al. 10.1016/j.hydroa.2022.100123
- The evaluation of the potential of global data products for snow hydrological modelling in ungauged high-alpine catchments M. Weber et al. 10.5194/hess-25-2869-2021
- A massive rock and ice avalanche caused the 2021 disaster at Chamoli, Indian Himalaya D. Shugar et al. 10.1126/science.abh4455
- Fractional snow-covered area: scale-independent peak of winter parameterization N. Helbig et al. 10.5194/tc-15-615-2021
- Monitoring the Seasonal Hydrology of Alpine Wetlands in Response to Snow Cover Dynamics and Summer Climate: A Novel Approach with Sentinel-2 B. Carlson et al. 10.3390/rs12121959
- MODIS Does Not Capture the Spatial Heterogeneity of Snow Cover Induced by Solar Radiation H. Bouamri et al. 10.3389/feart.2021.640250
- Spatio‐temporal assessment of the hydrological drivers of an active deep‐seated gravitational slope deformation: The Vögelsberg landslide in Tyrol (Austria) J. Pfeiffer et al. 10.1002/esp.5129
- Snowpack dynamics in the Lebanese mountains from quasi-dynamically downscaled ERA5 reanalysis updated by assimilating remotely sensed fractional snow-covered area E. Alonso-González et al. 10.5194/hess-25-4455-2021
- Identification of Snow Using Fully Polarimetric SAR Data Based On Entropy and Anisotropy D. Varade et al. 10.1029/2019WR025449
63 citations as recorded by crossref.
- Snow depth mapping from stereo satellite imagery in mountainous terrain: evaluation using airborne laser-scanning data C. Deschamps-Berger et al. 10.5194/tc-14-2925-2020
- Evaluating satellite retrieved fractional snow-covered area at a high-Arctic site using terrestrial photography K. Aalstad et al. 10.1016/j.rse.2019.111618
- Non-Binary Snow Index for Multi-Component Surfaces M. Arreola-Esquivel et al. 10.3390/rs13142777
- On the Seasonality of the Snow Optical Behaviour at Ny Ålesund (Svalbard Islands, Norway) R. Salzano et al. 10.3390/geosciences11030112
- Accelerated Snow Melt in the Russian Caucasus Mountains After the Saharan Dust Outbreak in March 2018 M. Dumont et al. 10.1029/2020JF005641
- Remote sensing of the mountain cryosphere: Current capabilities and future opportunities for research L. Taylor et al. 10.1177/03091333211023690
- Multi-scale snowdrift-permitting modelling of mountain snowpack V. Vionnet et al. 10.5194/tc-15-743-2021
- Spatial Downscaling of MODIS Snow Cover Observations Using Sentinel-2 Snow Products J. Revuelto et al. 10.3390/rs13224513
- Automatic water detection from multidimensional hierarchical clustering for Sentinel-2 images and a comparison with Level 2A processors M. Cordeiro et al. 10.1016/j.rse.2020.112209
- Sentinel-1 time series for mapping snow cover depletion and timing of snowmelt in Arctic periglacial environments: case study from Zackenberg and Kobbefjord, Greenland S. Buchelt et al. 10.5194/tc-16-625-2022
- Retrieval of Snow Albedo and Total Ozone Column from Single-View MSI/S-2 Spectral Reflectance Measurements over Antarctica A. Kokhanovsky et al. 10.3390/rs13214404
- The role of liquid water percolation representation in estimating snow water equivalent in a Mediterranean mountain region (Mount Lebanon) A. Fayad & S. Gascoin 10.5194/hess-24-1527-2020
- Snow cover estimation from MODIS and Sentinel-1 SAR data using machine learning algorithms in the western part of the Tianshan Mountains Y. Liu et al. 10.1007/s11629-019-5723-1
- Hyper-resolution ensemble-based snow reanalysis in mountain regions using clustering J. Fiddes et al. 10.5194/hess-23-4717-2019
- Comparing Measured Incoming Shortwave and Longwave Radiation on a Glacier Surface with Estimated Records from Satellite and Off-Glacier Observations: A Case Study for the Forni Glacier, Italy A. Senese et al. 10.3390/rs12223719
- Semi-Automatic Fractional Snow Cover Monitoring from Near-Surface Remote Sensing in Grassland A. Caparó Bellido & B. Rundquist 10.3390/rs13112045
- Retrieval of Snow Properties from the Sentinel-3 Ocean and Land Colour Instrument A. Kokhanovsky et al. 10.3390/rs11192280
- Identification of Snow Using Fully Polarimetric SAR Data Based On Entropy and Anisotropy D. Varade et al. 10.1029/2019WR025449
- Monitoring Spatial and Temporal Differences in Andean Snow Depth Derived From Satellite Tri-Stereo Photogrammetry T. Shaw et al. 10.3389/feart.2020.579142
- Assimilation of surface reflectance in snow simulations: Impact on bulk snow variables J. Revuelto et al. 10.1016/j.jhydrol.2021.126966
- Comparing Landsat-8 and Sentinel-2 top of atmosphere and surface reflectance in high latitude regions: case study in Alaska J. Chen & W. Zhu 10.1080/10106049.2021.1924295
- Essential Variables for Environmental Monitoring: What Are the Possible Contributions of Earth Observation Data Cubes? G. Giuliani et al. 10.3390/data5040100
- On the distribution and productivity of mountain grasslands in the Gran Paradiso National Park, NW Italy: A remote sensing approach G. Filippa et al. 10.1016/j.jag.2022.102718
- Towards the assimilation of satellite reflectance into semi-distributed ensemble snowpack simulations B. Cluzet et al. 10.1016/j.coldregions.2019.102918
- Estimating fractional snow cover from passive microwave brightness temperature data using MODIS snow cover product over North America X. Xiao et al. 10.5194/tc-15-835-2021
- A seasonal algorithm of the snow-covered area fraction for mountainous terrain N. Helbig et al. 10.5194/tc-15-4607-2021
- Simulating optical top-of-atmosphere radiance satellite images over snow-covered rugged terrain M. Lamare et al. 10.5194/tc-14-3995-2020
- Recent Changes in Groundwater and Surface Water in Large Pan-Arctic River Basins H. Lin et al. 10.3390/rs14030607
- Large‐scale and fine‐grained mapping of heathland habitats using open‐source remote sensing data L. Hubert‐Moy et al. 10.1002/rse2.253
- How Well Are We Measuring Snow Post-SPICE? J. Kochendorfer et al. 10.1175/BAMS-D-20-0228.1
- Climate-related drivers of nutrient inputs and food web structure in shallow Arctic lake ecosystems E. Calizza et al. 10.1038/s41598-022-06136-4
- Evaluation of snow extent time series derived from Advanced Very High Resolution Radiometer global area coverage data (1982–2018) in the Hindu Kush Himalayas X. Wu et al. 10.5194/tc-15-4261-2021
- Improving the Spatial Distribution of Snow Cover Simulations by Assimilation of Satellite Stereoscopic Imagery C. Deschamps‐Berger et al. 10.1029/2021WR030271
- One-Class Classification of Natural Vegetation Using Remote Sensing: A Review S. Rapinel & L. Hubert-Moy 10.3390/rs13101892
- Evaluation of Methods for Mapping the Snow Cover Area at High Spatio-Temporal Resolution with VENμS M. Baba et al. 10.3390/rs12183058
- Snow Property Inversion From Remote Sensing (SPIReS): A Generalized Multispectral Unmixing Approach With Examples From MODIS and Landsat 8 OLI E. Bair et al. 10.1109/TGRS.2020.3040328
- Monitoring Wet Snow Over an Alpine Region Using Sentinel-1 Observations F. Karbou et al. 10.3390/rs13030381
- Seasonal and Ephemeral Snowpacks of the Conterminous United States B. Hatchett 10.3390/hydrology8010032
- Performance Assessment of Optical Satellite-Based Operational Snow Cover Monitoring Algorithms in Forested Landscapes A. Muhuri et al. 10.1109/JSTARS.2021.3089655
- Reconstruction of Snow Depth Data at Moderate Spatial Resolution (1 km) from Remotely Sensed Snow Data and Multiple Optimized Environmental Factors: A Case Study over the Qinghai-Tibetan Plateau P. Wei et al. 10.3390/rs13040657
- Remote Sensing of Environmental Changes in Cold Regions: Methods, Achievements and Challenges J. Du et al. 10.3390/rs11161952
- Processing of VENµS Images of High Mountains: A Case Study for Cryospheric and Hydro-Climatic Applications in the Everest Region (Nepal) Z. Bessin et al. 10.3390/rs14051098
- Estimating Fractional Snow Cover in Open Terrain from Sentinel-2 Using the Normalized Difference Snow Index S. Gascoin et al. 10.3390/rs12182904
- Snow Cover Evolution in the Gran Paradiso National Park, Italian Alps, Using the Earth Observation Data Cube C. Poussin et al. 10.3390/data4040138
- Comparison of MODIS and Model-Derived Snow-Covered Areas: Impact of Land Use and Solar Illumination Conditions N. Di Marco et al. 10.3390/geosciences10040134
- Recent advances in the remote sensing of alpine snow: a review S. Awasthi & D. Varade 10.1080/15481603.2021.1946938
- Enhanced scaling effects significantly lower the ability of MODIS normalized difference snow index to estimate fractional and binary snow cover on the Tibetan Plateau H. Zhang et al. 10.1016/j.jhydrol.2020.125795
- Pan-European meteorological and snow indicators of climate change impact on ski tourism S. Morin et al. 10.1016/j.cliser.2021.100215
- Land surface phenology in the highland pastures of montane Central Asia: Interactions with snow cover seasonality and terrain characteristics M. Tomaszewska et al. 10.1016/j.rse.2020.111675
- Data Assimilation Improves Estimates of Climate-Sensitive Seasonal Snow M. Girotto et al. 10.1007/s40641-020-00159-7
- Toward Snow Cover Estimation in Mountainous Areas Using Modern Data Assimilation Methods: A Review C. Largeron et al. 10.3389/feart.2020.00325
- A Revised Snow Cover Algorithm to Improve Discrimination between Snow and Clouds: A Case Study in Gran Paradiso National Park C. Richiardi et al. 10.3390/rs13101957
- An Automated Snow Mapper Powered by Machine Learning H. Wang et al. 10.3390/rs13234826
- Brief communication: Evaluation of the snow cover detection in the Copernicus High Resolution Snow & Ice Monitoring Service Z. Barrou Dumont et al. 10.5194/tc-15-4975-2021
- Snow depth in Dhundi: an estimate based on weighted bias corrected differential phase observations of dual polarimetric bi-temporal Sentinel-1 data D. Varade et al. 10.1080/01431161.2019.1698076
- Intercomparison of Sentinel-2 and modelled snow cover maps in a high-elevation Alpine catchment F. Hofmeister et al. 10.1016/j.hydroa.2022.100123
- The evaluation of the potential of global data products for snow hydrological modelling in ungauged high-alpine catchments M. Weber et al. 10.5194/hess-25-2869-2021
- A massive rock and ice avalanche caused the 2021 disaster at Chamoli, Indian Himalaya D. Shugar et al. 10.1126/science.abh4455
- Fractional snow-covered area: scale-independent peak of winter parameterization N. Helbig et al. 10.5194/tc-15-615-2021
- Monitoring the Seasonal Hydrology of Alpine Wetlands in Response to Snow Cover Dynamics and Summer Climate: A Novel Approach with Sentinel-2 B. Carlson et al. 10.3390/rs12121959
- MODIS Does Not Capture the Spatial Heterogeneity of Snow Cover Induced by Solar Radiation H. Bouamri et al. 10.3389/feart.2021.640250
- Spatio‐temporal assessment of the hydrological drivers of an active deep‐seated gravitational slope deformation: The Vögelsberg landslide in Tyrol (Austria) J. Pfeiffer et al. 10.1002/esp.5129
- Snowpack dynamics in the Lebanese mountains from quasi-dynamically downscaled ERA5 reanalysis updated by assimilating remotely sensed fractional snow-covered area E. Alonso-González et al. 10.5194/hess-25-4455-2021
1 citations as recorded by crossref.
Latest update: 26 Jan 2023
Short summary
The Sentinel-2 satellite mission allows the observation of the land surface at unprecedented resolutions (20 m every 5 days). The frequency of observations can be further increased with Landsat-8. Here we describe a new collection of snow maps made from Sentinel-2 and Landsat-8 and evaluate their accuracy. The data are routinely produced over several mountain areas and freely distributed via http://theia.cnes.fr. These new data could unlock advances in our understanding of mountain ecosystems.
The Sentinel-2 satellite mission allows the observation of the land surface at unprecedented...