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Detecting Mass Wasting of Retrogressive Thaw Slumps in Spaceborne Elevation Models Using Deep Learning

https://doi.org/10.2139/ssrn.5021823
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Advances in Thermokarst Research
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Mapping the Activity and Evolution of Retrogressive Thaw Slumps by Tasselled Cap Trend Analysis of a Landsat Satellite Image Stack
inferredcites →https://doi.org/10.1002/ppp.2249openalex-snapshot
A Labeling Intercomparison of Retrogressive Thaw Slumps by a Diverse Group of Domain Experts
inferredcites →https://doi.org/10.1002/ppp.642openalex-snapshot
Origin and polycyclic behaviour of tundra thaw slumps, Mackenzie Delta region, Northwest Territories, Canada
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U-Net: Convolutional Networks for Biomedical Image Segmentation
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Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
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Deep Yedoma permafrost: A synthesis of depositional characteristics and carbon vulnerability
inferredcites →https://doi.org/10.1016/j.earscirev.2019.04.023openalex-snapshot
Northern Hemisphere permafrost map based on TTOP modelling for 2000–2016 at 1 km2 scale
inferredcites →https://doi.org/10.1016/j.geomorph.2015.01.024openalex-snapshot
Distribution and growth of thaw slumps in the Richardson Mountains–Peel Plateau region, northwestern Canada
inferredcites →https://doi.org/10.1016/j.gloplacha.2015.02.008openalex-snapshot
Increased precipitation drives mega slump development and destabilization of ice-rich permafrost terrain, northwestern Canada
inferredcites →https://doi.org/10.1016/j.isprsjprs.2012.06.006openalex-snapshot
Coherence evaluation of TanDEM-X interferometric data
inferredcites →https://doi.org/10.1016/j.isprsjprs.2023.10.008openalex-snapshot
Identifying active retrogressive thaw slumps from ArcticDEM
inferredcites →https://doi.org/10.1016/j.rse.2021.112752openalex-snapshot
Remote sensing annual dynamics of rapid permafrost thaw disturbances with LandTrendr
inferredcites →https://doi.org/10.1016/j.rse.2023.113495openalex-snapshot
Mapping retrogressive thaw slumps using deep neural networks
inferredcites →https://doi.org/10.1016/j.srs.2024.100130openalex-snapshot
Applications of ArcticDEM for measuring volcanic dynamics, landslides, retrogressive thaw slumps, snowdrifts, and vegetation heights
inferredcites →https://doi.org/10.1029/2010jg001507openalex-snapshot
Vulnerability of high-latitude soil organic carbon in North America to disturbance
inferredcites →https://doi.org/10.1038/nature14338openalex-snapshot
Climate change and the permafrost carbon feedback
inferredcites →https://doi.org/10.1038/ncomms13043openalex-snapshot
Circumpolar distribution and carbon storage of thermokarst landscapes
inferredcites →https://doi.org/10.1038/s41467-018-07663-3openalex-snapshot
Remote sensing quantifies widespread abundance of permafrost region disturbances across the Arctic and Subarctic
inferredcites →https://doi.org/10.1038/s41467-018-08240-4openalex-snapshot
Permafrost is warming at a global scale
inferredcites →https://doi.org/10.1038/s41467-019-09314-7openalex-snapshot
Extremes of summer climate trigger thousands of thermokarst landslides in a High Arctic environment
inferredcites →https://doi.org/10.1038/s41561-019-0526-0openalex-snapshot
Carbon release through abrupt permafrost thaw
inferredcites →https://doi.org/10.1088/1748-9326/11/3/034025openalex-snapshot
Acceleration of thaw slump activity in glaciated landscapes of the Western Canadian Arctic
inferredcites →https://doi.org/10.1088/1748-9326/ab12fdopenalex-snapshot
Rapid initialization of retrogressive thaw slumps in the Canadian high Arctic and their response to climate and terrain factors
inferredcites →https://doi.org/10.1109/cvpr.2009.5206848openalex-snapshot
ImageNet: A large-scale hierarchical image database
inferredcites →https://doi.org/10.1109/igarss.2011.6049701openalex-snapshot
Interferometric processing of TanDEM-X data
inferredcites →https://doi.org/10.1109/jstars.2020.3000648openalex-snapshot
Mapping Retrogressive Thaw Slumps Using Single-Pass TanDEM-X Observations
inferredcites →https://doi.org/10.1109/jstars.2021.3055546openalex-snapshot
TanDEM-X Long-Term System Performance After 10 Years of Operation
inferredcites →https://doi.org/10.1109/jstars.2021.3078084openalex-snapshot
TanDEM-X:Deriving InSAR Height Changes and Velocity Dynamics of Great Aletsch Glacier
inferredcites →https://doi.org/10.1109/mgrs.2017.2762307openalex-snapshot
Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources
inferredcites →https://doi.org/10.1109/multi-temp.2015.7245753openalex-snapshot
Elevation changes and X-band ice and snow penetration inferred from TanDEM-X data of the Mont-Blanc area
inferredcites →https://doi.org/10.1109/proc.1981.11918openalex-snapshot
Hill shading and the reflectance map
inferredcites →https://doi.org/10.1109/tgrs.2007.900693openalex-snapshot
TanDEM-X: A Satellite Formation for High-Resolution SAR Interferometry
inferredcites →https://doi.org/10.1111/j.1541-0064.1990.tb01092.xopenalex-snapshot
CANADIAN LANDFORM EXAMPLES ‐ 17 RETROGRESSIVE THAW SLUMPS
inferredcites →https://doi.org/10.1130/g38626.1openalex-snapshot
Climate-driven thaw of permafrost preserved glacial landscapes, northwestern Canada
inferredcites →https://doi.org/10.1139/as-2023-0009openalex-snapshot
The Northwest Territories Thermokarst Mapping Collective: A northern-driven mapping collaborative toward understanding the effects of permafrost thaw
inferredcites →https://doi.org/10.1145/3620665.3640366openalex-snapshot
PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation
inferredcites →https://doi.org/10.1145/3707459openalex-snapshot
TorchGeo: Deep Learning With Geospatial Data
inferredcites →https://doi.org/10.31223/x55m4popenalex-snapshot
A labeling intercomparison of retrogressive thaw slumps by a diverse group of domain experts
inferredcites →https://doi.org/10.3390/rs13214294openalex-snapshot
Developing and Testing a Deep Learning Approach for Mapping Retrogressive Thaw Slumps
inferredcites →https://doi.org/10.3390/rs14122747openalex-snapshot
Accuracy, Efficiency, and Transferability of a Deep Learning Model for Mapping Retrogressive Thaw Slumps across the Canadian Arctic
inferredcites →https://doi.org/10.3390/rs14174132openalex-snapshot
Automated Detection of Retrogressive Thaw Slumps in the High Arctic Using High-Resolution Satellite Imagery
inferredcites →https://doi.org/10.3390/rs9070676openalex-snapshot
AROSICS: An Automated and Robust Open-Source Image Co-Registration Software for Multi-Sensor Satellite Data
inferredcites →https://doi.org/10.48550/arxiv.1706.05587openalex-snapshot
Rethinking Atrous Convolution for Semantic Image Segmentation
inferredcites →https://doi.org/10.5194/bg-15-1483-2018openalex-snapshot
Increasing coastal slump activity impacts the release of sediment and organic carbon into the Arctic Ocean
inferredcites →https://doi.org/10.5194/essd-14-3875-2022openalex-snapshot
Retrogressive thaw slumps along the Qinghai–Tibet Engineering Corridor: a comprehensive inventory and their distribution characteristics
inferredcites →https://doi.org/10.5194/tc-16-1-2022openalex-snapshot
Assessing volumetric change distributions and scaling relations of retrogressive thaw slumps across the Arctic
inferredcites →https://doi.org/10.5194/tc-16-2819-2022openalex-snapshot
Accelerated mobilization of organic carbon from retrogressive thaw slumps on the northern Taymyr Peninsula
inferredcites →https://doi.org/10.5194/tc-17-4511-2023openalex-snapshot
Allometric scaling of retrogressive thaw slumps
inferredcites →https://doi.org/10.52381/icop2024.213.1openalex-snapshot
Retrogressive thaw slump activity in the western Canadian Arctic (1984–2016)
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