Snow depth estimation at country-scale with high spatial and temporal resolution

Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current Approaches, Open Challenges, and Future Opportunities

(2022) Claudio Persello et al.   IEEE Geoscience and Remote Sensing Magazine

Cloud Mask Intercomparison eXercise (CMIX): An evaluation of cloud masking algorithms for Landsat 8 and Sentinel-2

(2022) Sergii Skakun et al.   REMOTE SENSING OF ENVIRONMENT

From white to green: Snow cover loss and increased vegetation productivity in the European Alps

(2022) Sabine B. Rumpf et al.   SCIENCE

Accelerated global glacier mass loss in the early twenty-first century

(2021) Romain Hugonnet et al.   NATURE

Crop Classification Under Varying Cloud Cover With Neural Ordinary Differential Equations

(2021) Nando Metzger et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles

(2021) Nico Lang et al.   REMOTE SENSING OF ENVIRONMENT

Crop mapping from image time series: Deep learning with multi-scale label hierarchies

(2021) Mehmet Ozgur Turkoglu et al.   REMOTE SENSING OF ENVIRONMENT

Random forests as a tool to understand the snow depth distribution and its evolution in mountain areas

(2020) J. Revuelto et al.   HYDROLOGICAL PROCESSES

Changes in Snow Depth, Snow Cover Duration, and Potential Snowmaking Conditions in Austria, 1961–2020—A Model Based Approach

(2020) Marc Olefs et al.   Atmosphere

Monitoring of Snow Cover Ablation Using Very High Spatial Resolution Remote Sensing Datasets

(2019) Remzi Eker et al.   Remote Sensing

Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series

(2019) Charlotte Pelletier et al.   Remote Sensing

The Utility of Infrequent Snow Depth Images for Deriving Continuous Space‐Time Estimates of Seasonal Snow Water Equivalent

(2019) Steven A. Margulis et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Country-wide high-resolution vegetation height mapping with Sentinel-2

(2019) Nico Lang et al.   REMOTE SENSING OF ENVIRONMENT

Snow depth variability in the Northern Hemisphere mountains observed from space

(2019) Hans Lievens et al.   Nature Communications

Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders

(2018) Marc Rußwurm et al.   ISPRS International Journal of Geo-Information

Photogrammetric reconstruction of homogenous snow surfaces in alpine terrain applying near-infrared UAS imagery

(2017) Yves Bühler et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

The Airborne Snow Observatory: Fusion of scanning lidar, imaging spectrometer, and physically-based modeling for mapping snow water equivalent and snow albedo

(2016) Thomas H. Painter et al.   REMOTE SENSING OF ENVIRONMENT

Assessing the robustness of Random Forests to map land cover with high resolution satellite image time series over large areas

(2016) Charlotte Pelletier et al.   REMOTE SENSING OF ENVIRONMENT

Inroads of remote sensing into hydrologic science during the WRR era

(2015) Dennis P. Lettenmaier et al.   WATER RESOURCES RESEARCH

The NCEP Climate Forecast System Reanalysis

(2010) Suranjana Saha et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Winter climate change in alpine tundra: plant responses to changes in snow depth and snowmelt timing

(2009) Sonja Wipf et al.   CLIMATIC CHANGE

Estimating the snow water equivalent from snow depth measurements in the Swiss Alps

(2009) T. Jonas et al.   JOURNAL OF HYDROLOGY