Articles | Volume 17, issue 5
https://doi.org/10.5194/hess-17-1809-2013
© Author(s) 2013. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Special issue:
https://doi.org/10.5194/hess-17-1809-2013
© Author(s) 2013. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Reducing cloud obscuration of MODIS snow cover area products by combining spatio-temporal techniques with a probability of snow approach
V. López-Burgos
Hydrology and Water Resources, The University of Arizona, Tucson, AZ, USA
now at: USDA Forest Service, Rocky Mountain Research Station, Boise, ID, USA
H. V. Gupta
Hydrology and Water Resources, The University of Arizona, Tucson, AZ, USA
M. Clark
Hydrometeorological Applications Program, Research Applications Laboratory, Boulder, CO, USA
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Cited
48 citations as recorded by crossref.
- Deciphering Snow-cover Dynamics: Terrain Analysis in the Mountainous River Basin, Western Himalayas C. Kant et al. 10.1007/s41101-024-00300-9
- A dataset of daily cloud-free NDSI of MODIS 500 m resolution during snow cover seasons in Northeast China (2000–2020) C. HAN et al. 10.11922/11-6035.ncdc.2021.0032.zh
- Spectral Albedo Estimation of Snow Covers in Pakistan Using Landsat Data M. Butt et al. 10.1007/s41748-019-00104-1
- An Automatic Method to Detect Lake Ice Phenology Using MODIS Daily Temperature Imagery X. Zhang et al. 10.3390/rs13142711
- Producing cloud-free MODIS snow cover products with conditional probability interpolation and meteorological data C. Dong & L. Menzel 10.1016/j.rse.2016.09.019
- Investigating spatiotemporal snow cover variability via cloud-free MODIS snow cover product in Central Alborz Region A. Dariane et al. 10.1016/j.rse.2017.05.042
- The recent developments in cloud removal approaches of MODIS snow cover product X. Li et al. 10.5194/hess-23-2401-2019
- Gap-Filling of MODIS Fractional Snow Cover Products via Non-Local Spatio-Temporal Filtering Based on Machine Learning Techniques J. Hou et al. 10.3390/rs11010090
- MODIS daily cloud-gap-filled fractional snow cover dataset of the Asian Water Tower region (2000–2022) F. Pan et al. 10.5194/essd-16-2501-2024
- Snow cover change assessment in the upper Bhagirathi basin using an enhanced cloud removal algorithm M. Singh et al. 10.1080/10106049.2019.1704069
- Evaluation of MODIS and VIIRS cloud-gap-filled snow-cover products for production of an Earth science data record D. Hall et al. 10.5194/hess-23-5227-2019
- Environmental Study of Water Reservoirs for the Watershed Management in Pakistan Z. Ahmad & M. Butt 10.1007/s41748-019-00131-y
- MODSNOW-Tool: an operational tool for daily snow cover monitoring using MODIS data A. Gafurov et al. 10.1007/s12665-016-5869-x
- Improving the accuracy of MODIS 8-day snow products with in situ temperature and precipitation data C. Dong & L. Menzel 10.1016/j.jhydrol.2015.12.065
- A Two-Stage Fusion Framework to Generate a Spatio–Temporally Continuous MODIS NDSI Product over the Tibetan Plateau Y. Jing et al. 10.3390/rs11192261
- Reconstructing a Gap-Free MODIS Normalized Difference Snow Index Product Using a Long Short-Term Memory Network J. Hou et al. 10.1109/TGRS.2022.3178421
- A Novel Approach Based on a Hierarchical Multiresolution Analysis of Optical Time Series to Reconstruct the Daily High-Resolution Snow Cover Area V. Premier et al. 10.1109/JSTARS.2021.3103585
- Daily fractional snow cover dataset over High Asia (2002 – 2016) Y. Qiu et al. 10.11922/csdata.170.2017.0146
- Snow Cover Evolution in the Gran Paradiso National Park, Italian Alps, Using the Earth Observation Data Cube C. Poussin et al. 10.3390/data4040138
- Snow-covered area determination based on satellite-derived probabilistic snow cover maps A. Tekeli et al. 10.1007/s12517-015-2149-0
- Assessment of snow cover variability and its sensitivity to hydrometeorological factors in the Karakoram and Himalayan region J. Dharpure et al. 10.1080/02626667.2021.1985125
- Diagnostic calibration of a hydrological model in a mountain area by hydrograph partitioning Z. He et al. 10.5194/hess-19-1807-2015
- Impacts of topographic factors on regional snow cover characteristics M. Saydi & J. Ding 10.1016/j.wse.2020.09.002
- A dataset of MODIS gap-filled fractional snow cover in the source area of Yellow River during 2000–2021 Y. YANG et al. 10.11922/11-6035.ncdc.2022.0005.zh
- Gap-Filling of a MODIS Normalized Difference Snow Index Product Based on the Similar Pixel Selecting Algorithm: A Case Study on the Qinghai–Tibetan Plateau M. Li et al. 10.3390/rs12071077
- Development and Evaluation of a Cloud-Gap-Filled MODIS Normalized Difference Snow Index Product over High Mountain Asia G. Deng et al. 10.3390/rs16010192
- Comparison of the NASA Standard MODerate-Resolution Imaging Spectroradiometer and Visible Infrared Imaging Radiometer Suite Snow-Cover Products for Creation of a Climate Data Record: A Case Study in the Great Basin of the Western United States D. Hall et al. 10.3390/rs16163029
- Spatiotemporal snow cover characterization and its linkage with climate change over the Chenab river basin, western Himalayas J. Dharpure et al. 10.1080/15481603.2020.1821150
- Multi-year surface radiative properties and vegetation parameters for hydrologic modeling in regions of complex terrain—Methodology and evaluation over the Integrated Precipitation and Hydrology Experiment 2014 domain J. Tao & A. Barros 10.1016/j.ejrh.2019.100596
- Spatial-Temporal Distribution of the Freeze–Thaw Cycle of the Largest Lake (Qinghai Lake) in China Based on Machine Learning and MODIS from 2000 to 2020 W. Han et al. 10.3390/rs13091695
- Variations of Lake Ice Phenology on the Tibetan Plateau From 2001 to 2017 Based on MODIS Data Y. Cai et al. 10.1029/2018JD028993
- Exploring the links between variations in snow cover area and climatic variables in a Himalayan catchment using earth observations and CMIP6 climate change scenarios D. Singh et al. 10.1016/j.jhydrol.2022.127648
- Mapping snow depth distribution from 1980 to 2020 on the tibetan plateau using multi-source remote sensing data and downscaling techniques Y. Ma et al. 10.1016/j.isprsjprs.2023.10.012
- Probabilistic Snow Cover and Ensemble Streamflow Estimations in the Upper Euphrates Basin A. Şorman et al. 10.2478/johh-2018-0025
- Spatiotemporal Reconstruction of MODIS Normalized Difference Snow Index Products Using U-Net with Partial Convolutions D. Xing et al. 10.3390/rs14081795
- Snow-cover reconstruction methodology for mountainous regions based on historic in situ observations and recent remote sensing data A. Gafurov et al. 10.5194/tc-9-451-2015
- Comparison of Three Different Random Forest Approaches to Retrieve Daily High-Resolution Snow Cover Maps from MODIS and Sentinel-2 in a Mountain Area, Gran Paradiso National Park (NW Alps) C. Richiardi et al. 10.3390/rs15020343
- Monitoring snow cover variability (2000–2014) in the Hengduan Mountains based on cloud-removed MODIS products with an adaptive spatio-temporal weighted method X. Li et al. 10.1016/j.jhydrol.2017.05.049
- MODIS daily cloud-free snow cover productsover Tibetan Plateau (2002–2015) Y. Qiu et al. 10.11922/csdata.170.2016.0003
- On the Direct Calculation of Snow Water Balances Using Snow Cover Information A. Pistocchi et al. 10.3390/w9110848
- Snow climatology in Lithuania based on the cloud‐free moderate resolution imaging spectroradiometer snow cover product J. Kilpys et al. 10.1002/joc.6483
- Accuracy assessment of four cloud-free snow cover products over the Qinghai-Tibetan Plateau X. Hao et al. 10.1080/17538947.2017.1421721
- Integration of terrain and AVHRR-derived multi-temporal snow cover data for statistical assessment of avalanches: case study of a part of NW Himalaya T. Arumugam et al. 10.1007/s12517-019-4691-7
- Topographical Impact on Snow Cover Distribution in the Trans-Himalayan Region of Ladakh, India S. Passang et al. 10.3390/geosciences12080311
- Early 21st century snow cover state over the western river basins of the Indus River system S. Hasson et al. 10.5194/hess-18-4077-2014
- Satellite observed spatiotemporal variability of snow cover and snow phenology over high mountain Asia from 2002 to 2021 Z. Tang et al. 10.1016/j.jhydrol.2022.128438
- Propose An Algorithm To Improve The Accuracy of Snow Covered Mapping Using MODIS Images S. Baseri Nam et al. 10.29252/jgit.3.1.61
- Assimilating satellite-based snow depth and snow cover products for improving snow predictions in Alaska Y. Liu et al. 10.1016/j.advwatres.2013.02.005
47 citations as recorded by crossref.
- Deciphering Snow-cover Dynamics: Terrain Analysis in the Mountainous River Basin, Western Himalayas C. Kant et al. 10.1007/s41101-024-00300-9
- A dataset of daily cloud-free NDSI of MODIS 500 m resolution during snow cover seasons in Northeast China (2000–2020) C. HAN et al. 10.11922/11-6035.ncdc.2021.0032.zh
- Spectral Albedo Estimation of Snow Covers in Pakistan Using Landsat Data M. Butt et al. 10.1007/s41748-019-00104-1
- An Automatic Method to Detect Lake Ice Phenology Using MODIS Daily Temperature Imagery X. Zhang et al. 10.3390/rs13142711
- Producing cloud-free MODIS snow cover products with conditional probability interpolation and meteorological data C. Dong & L. Menzel 10.1016/j.rse.2016.09.019
- Investigating spatiotemporal snow cover variability via cloud-free MODIS snow cover product in Central Alborz Region A. Dariane et al. 10.1016/j.rse.2017.05.042
- The recent developments in cloud removal approaches of MODIS snow cover product X. Li et al. 10.5194/hess-23-2401-2019
- Gap-Filling of MODIS Fractional Snow Cover Products via Non-Local Spatio-Temporal Filtering Based on Machine Learning Techniques J. Hou et al. 10.3390/rs11010090
- MODIS daily cloud-gap-filled fractional snow cover dataset of the Asian Water Tower region (2000–2022) F. Pan et al. 10.5194/essd-16-2501-2024
- Snow cover change assessment in the upper Bhagirathi basin using an enhanced cloud removal algorithm M. Singh et al. 10.1080/10106049.2019.1704069
- Evaluation of MODIS and VIIRS cloud-gap-filled snow-cover products for production of an Earth science data record D. Hall et al. 10.5194/hess-23-5227-2019
- Environmental Study of Water Reservoirs for the Watershed Management in Pakistan Z. Ahmad & M. Butt 10.1007/s41748-019-00131-y
- MODSNOW-Tool: an operational tool for daily snow cover monitoring using MODIS data A. Gafurov et al. 10.1007/s12665-016-5869-x
- Improving the accuracy of MODIS 8-day snow products with in situ temperature and precipitation data C. Dong & L. Menzel 10.1016/j.jhydrol.2015.12.065
- A Two-Stage Fusion Framework to Generate a Spatio–Temporally Continuous MODIS NDSI Product over the Tibetan Plateau Y. Jing et al. 10.3390/rs11192261
- Reconstructing a Gap-Free MODIS Normalized Difference Snow Index Product Using a Long Short-Term Memory Network J. Hou et al. 10.1109/TGRS.2022.3178421
- A Novel Approach Based on a Hierarchical Multiresolution Analysis of Optical Time Series to Reconstruct the Daily High-Resolution Snow Cover Area V. Premier et al. 10.1109/JSTARS.2021.3103585
- Daily fractional snow cover dataset over High Asia (2002 – 2016) Y. Qiu et al. 10.11922/csdata.170.2017.0146
- Snow Cover Evolution in the Gran Paradiso National Park, Italian Alps, Using the Earth Observation Data Cube C. Poussin et al. 10.3390/data4040138
- Snow-covered area determination based on satellite-derived probabilistic snow cover maps A. Tekeli et al. 10.1007/s12517-015-2149-0
- Assessment of snow cover variability and its sensitivity to hydrometeorological factors in the Karakoram and Himalayan region J. Dharpure et al. 10.1080/02626667.2021.1985125
- Diagnostic calibration of a hydrological model in a mountain area by hydrograph partitioning Z. He et al. 10.5194/hess-19-1807-2015
- Impacts of topographic factors on regional snow cover characteristics M. Saydi & J. Ding 10.1016/j.wse.2020.09.002
- A dataset of MODIS gap-filled fractional snow cover in the source area of Yellow River during 2000–2021 Y. YANG et al. 10.11922/11-6035.ncdc.2022.0005.zh
- Gap-Filling of a MODIS Normalized Difference Snow Index Product Based on the Similar Pixel Selecting Algorithm: A Case Study on the Qinghai–Tibetan Plateau M. Li et al. 10.3390/rs12071077
- Development and Evaluation of a Cloud-Gap-Filled MODIS Normalized Difference Snow Index Product over High Mountain Asia G. Deng et al. 10.3390/rs16010192
- Comparison of the NASA Standard MODerate-Resolution Imaging Spectroradiometer and Visible Infrared Imaging Radiometer Suite Snow-Cover Products for Creation of a Climate Data Record: A Case Study in the Great Basin of the Western United States D. Hall et al. 10.3390/rs16163029
- Spatiotemporal snow cover characterization and its linkage with climate change over the Chenab river basin, western Himalayas J. Dharpure et al. 10.1080/15481603.2020.1821150
- Multi-year surface radiative properties and vegetation parameters for hydrologic modeling in regions of complex terrain—Methodology and evaluation over the Integrated Precipitation and Hydrology Experiment 2014 domain J. Tao & A. Barros 10.1016/j.ejrh.2019.100596
- Spatial-Temporal Distribution of the Freeze–Thaw Cycle of the Largest Lake (Qinghai Lake) in China Based on Machine Learning and MODIS from 2000 to 2020 W. Han et al. 10.3390/rs13091695
- Variations of Lake Ice Phenology on the Tibetan Plateau From 2001 to 2017 Based on MODIS Data Y. Cai et al. 10.1029/2018JD028993
- Exploring the links between variations in snow cover area and climatic variables in a Himalayan catchment using earth observations and CMIP6 climate change scenarios D. Singh et al. 10.1016/j.jhydrol.2022.127648
- Mapping snow depth distribution from 1980 to 2020 on the tibetan plateau using multi-source remote sensing data and downscaling techniques Y. Ma et al. 10.1016/j.isprsjprs.2023.10.012
- Probabilistic Snow Cover and Ensemble Streamflow Estimations in the Upper Euphrates Basin A. Şorman et al. 10.2478/johh-2018-0025
- Spatiotemporal Reconstruction of MODIS Normalized Difference Snow Index Products Using U-Net with Partial Convolutions D. Xing et al. 10.3390/rs14081795
- Snow-cover reconstruction methodology for mountainous regions based on historic in situ observations and recent remote sensing data A. Gafurov et al. 10.5194/tc-9-451-2015
- Comparison of Three Different Random Forest Approaches to Retrieve Daily High-Resolution Snow Cover Maps from MODIS and Sentinel-2 in a Mountain Area, Gran Paradiso National Park (NW Alps) C. Richiardi et al. 10.3390/rs15020343
- Monitoring snow cover variability (2000–2014) in the Hengduan Mountains based on cloud-removed MODIS products with an adaptive spatio-temporal weighted method X. Li et al. 10.1016/j.jhydrol.2017.05.049
- MODIS daily cloud-free snow cover productsover Tibetan Plateau (2002–2015) Y. Qiu et al. 10.11922/csdata.170.2016.0003
- On the Direct Calculation of Snow Water Balances Using Snow Cover Information A. Pistocchi et al. 10.3390/w9110848
- Snow climatology in Lithuania based on the cloud‐free moderate resolution imaging spectroradiometer snow cover product J. Kilpys et al. 10.1002/joc.6483
- Accuracy assessment of four cloud-free snow cover products over the Qinghai-Tibetan Plateau X. Hao et al. 10.1080/17538947.2017.1421721
- Integration of terrain and AVHRR-derived multi-temporal snow cover data for statistical assessment of avalanches: case study of a part of NW Himalaya T. Arumugam et al. 10.1007/s12517-019-4691-7
- Topographical Impact on Snow Cover Distribution in the Trans-Himalayan Region of Ladakh, India S. Passang et al. 10.3390/geosciences12080311
- Early 21st century snow cover state over the western river basins of the Indus River system S. Hasson et al. 10.5194/hess-18-4077-2014
- Satellite observed spatiotemporal variability of snow cover and snow phenology over high mountain Asia from 2002 to 2021 Z. Tang et al. 10.1016/j.jhydrol.2022.128438
- Propose An Algorithm To Improve The Accuracy of Snow Covered Mapping Using MODIS Images S. Baseri Nam et al. 10.29252/jgit.3.1.61
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