Articles | Volume 15, issue 10
https://doi.org/10.5194/tc-15-4975-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/tc-15-4975-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Brief communication
| 
26 Oct 2021
Brief communication |
| 26 Oct 2021
| 26 Oct 2021
Brief communication: Evaluation of the snow cover detection in the Copernicus High Resolution Snow & Ice Monitoring Service
Zacharie Barrou Dumont
Centre d'Etudes Spatiales de la Biosphère (CESBIO), Université de Toulouse, CNRS/CNES/IRD/INRAE/UPS, Toulouse,
France
Simon Gascoin
CORRESPONDING AUTHOR
Centre d'Etudes Spatiales de la Biosphère (CESBIO), Université de Toulouse, CNRS/CNES/IRD/INRAE/UPS, Toulouse,
France
Olivier Hagolle
Centre d'Etudes Spatiales de la Biosphère (CESBIO), Université de Toulouse, CNRS/CNES/IRD/INRAE/UPS, Toulouse,
France
Michaël Ablain
Magellium, Ramonville-Saint-Agne, France
Rémi Jugier
Magellium, Ramonville-Saint-Agne, France
Germain Salgues
Magellium, Ramonville-Saint-Agne, France
Florence Marti
Magellium, Ramonville-Saint-Agne, France
Aurore Dupuis
Centre National d'Etudes Spatiales (CNES), Toulouse, France
Marie Dumont
Univ. Grenoble Alpes, Université de Toulouse,
Météo-France, CNRS, CNRM, Centre d'Études de la Neige, Grenoble,
France
Samuel Morin
Univ. Grenoble Alpes, Université de Toulouse,
Météo-France, CNRS, CNRM, Centre d'Études de la Neige, Grenoble,
France
Viewed
Total article views: 3,759 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 17 Jun 2021)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 2,629 | 1,016 | 114 | 3,759 | 189 | 145 | 208 |
- HTML: 2,629
- PDF: 1,016
- XML: 114
- Total: 3,759
- Supplement: 189
- BibTeX: 145
- EndNote: 208
Total article views: 2,932 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 26 Oct 2021)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 2,143 | 694 | 95 | 2,932 | 189 | 133 | 196 |
- HTML: 2,143
- PDF: 694
- XML: 95
- Total: 2,932
- Supplement: 189
- BibTeX: 133
- EndNote: 196
Total article views: 827 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 17 Jun 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 486 | 322 | 19 | 827 | 12 | 12 |
- HTML: 486
- PDF: 322
- XML: 19
- Total: 827
- BibTeX: 12
- EndNote: 12
Viewed (geographical distribution)
Total article views: 3,759 (including HTML, PDF, and XML)
Thereof 3,653 with geography defined
and 106 with unknown origin.
Total article views: 2,932 (including HTML, PDF, and XML)
Thereof 2,827 with geography defined
and 105 with unknown origin.
Total article views: 827 (including HTML, PDF, and XML)
Thereof 826 with geography defined
and 1 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
21 citations as recorded by crossref.
- Local environmental context drives heterogeneity of early succession dynamics in alpine glacier forefields A. Bayle et al.
- Snow and Cloud Classification in Historical SPOT Images: An Image Emulation Approach for Training a Deep Learning Model Without Reference Data Z. Barrou Dumont et al.
- Estimation of snow depth in GIS environment from observation points on Z Gali region: A case study of NW Himalaya T. Arumugam et al.
- Exploring how Sentinel-1 wet-snow maps can inform fully distributed physically based snowpack models B. Cluzet et al.
- Hydrological, thermal and chemical influence of an intact rock glacier discharge on mountain stream water F. Bearzot et al.
- Glacial retreat and climate change: insights from remote sensing technologies M. Jamal et al.
- 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.
- Trends in the annual snow melt-out day over the French Alps and Pyrenees from 38 years of high-resolution satellite data (1986–2023) Z. Barrou Dumont et al.
- Camera traps reveal seasonal variation in activity and occupancy of the Alpine mountain hare Lepus timidus varronis M. Bison et al.
- Snow observation from space: An approach to improving snow cover detection using four decades of Landsat and Sentinel-2 imageries across Switzerland C. Poussin et al.
- Advances and prospects in reconstruction approaches for snow cover mapping using polar-orbiting satellites J. Zhang et al.
- Intercomparison of Earth Observation products for hyper-resolution hydrological modelling over Europe A. García-García et al.
- Impact of climate change on snow supply in Trojena, Saudi Arabia L. Sourp et al.
- Intercomparison of Sentinel-2 and modelled snow cover maps in a high-elevation Alpine catchment F. Hofmeister et al.
- Synthesizing long-term satellite imagery consistent with climate data: Application to daily snow cover F. Zakeri & G. Mariethoz
- Improved Landsat-based snow cover mapping accuracy using a spatiotemporal NDSI and generalized linear mixed model C. Poussin et al.
- Snow melt-out date (SMOD) change spanning four decades in European temperate mountains at 30 m from Landsat time series A. Bayle et al.
- Evaluating Sentinel-1/-2 and MODIS fractional snow cover products for applications in alpine cosmic ray neutron snow monitoring N. Krebs et al.
- Snowmelt duration controls red algal blooms in the snow of the European Alps L. Roussel et al.
- High-Resolution Snow-Covered Area Mapping in Forested Mountain Ecosystems Using PlanetScope Imagery A. John et al.
- Permafrost Distribution in the Southern Carpathians, Romania, Derived From Machine Learning Modeling R. Popescu et al.
21 citations as recorded by crossref.
- Local environmental context drives heterogeneity of early succession dynamics in alpine glacier forefields A. Bayle et al.
- Snow and Cloud Classification in Historical SPOT Images: An Image Emulation Approach for Training a Deep Learning Model Without Reference Data Z. Barrou Dumont et al.
- Estimation of snow depth in GIS environment from observation points on Z Gali region: A case study of NW Himalaya T. Arumugam et al.
- Exploring how Sentinel-1 wet-snow maps can inform fully distributed physically based snowpack models B. Cluzet et al.
- Hydrological, thermal and chemical influence of an intact rock glacier discharge on mountain stream water F. Bearzot et al.
- Glacial retreat and climate change: insights from remote sensing technologies M. Jamal et al.
- 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.
- Trends in the annual snow melt-out day over the French Alps and Pyrenees from 38 years of high-resolution satellite data (1986–2023) Z. Barrou Dumont et al.
- Camera traps reveal seasonal variation in activity and occupancy of the Alpine mountain hare Lepus timidus varronis M. Bison et al.
- Snow observation from space: An approach to improving snow cover detection using four decades of Landsat and Sentinel-2 imageries across Switzerland C. Poussin et al.
- Advances and prospects in reconstruction approaches for snow cover mapping using polar-orbiting satellites J. Zhang et al.
- Intercomparison of Earth Observation products for hyper-resolution hydrological modelling over Europe A. García-García et al.
- Impact of climate change on snow supply in Trojena, Saudi Arabia L. Sourp et al.
- Intercomparison of Sentinel-2 and modelled snow cover maps in a high-elevation Alpine catchment F. Hofmeister et al.
- Synthesizing long-term satellite imagery consistent with climate data: Application to daily snow cover F. Zakeri & G. Mariethoz
- Improved Landsat-based snow cover mapping accuracy using a spatiotemporal NDSI and generalized linear mixed model C. Poussin et al.
- Snow melt-out date (SMOD) change spanning four decades in European temperate mountains at 30 m from Landsat time series A. Bayle et al.
- Evaluating Sentinel-1/-2 and MODIS fractional snow cover products for applications in alpine cosmic ray neutron snow monitoring N. Krebs et al.
- Snowmelt duration controls red algal blooms in the snow of the European Alps L. Roussel et al.
- High-Resolution Snow-Covered Area Mapping in Forested Mountain Ecosystems Using PlanetScope Imagery A. John et al.
- Permafrost Distribution in the Southern Carpathians, Romania, Derived From Machine Learning Modeling R. Popescu et al.
Saved (final revised paper)
Latest update: 20 May 2026
Short summary
Since 2020, the Copernicus High Resolution Snow & Ice Monitoring Service has distributed snow cover maps at 20 m resolution over Europe in near-real time. These products are derived from the Sentinel-2 Earth observation mission, with a revisit time of 5 d or less (cloud-permitting). Here we show the good accuracy of the snow detection over a wide range of regions in Europe, except in dense forest regions where the snow cover is hidden by the trees.
Since 2020, the Copernicus High Resolution Snow & Ice Monitoring Service has distributed snow...
