Developing and Testing a Deep Learning Approach for Mapping Retrogressive Thaw Slumps

Permafrost thaw‐related slope failures in Alaska’s Arctic National Parks, c . 1980–2019

(2021) David K. Swanson   PERMAFROST AND PERIGLACIAL PROCESSES

A new strategy to map landslides with a generalized convolutional neural network

(2021) Nikhil Prakash et al.   Scientific Reports

Automatically quantifying evolution of retrogressive thaw slumps in Beiluhe (Tibetan Plateau) from multi-temporal CubeSat images

(2021) Lingcao Huang et al.   International Journal of Applied Earth Observation and Geoinformation

Multisensory satellite observations of the expansion of the Batagaika crater and succession of vegetation in its interior from 1991 to 2018

(2020) Vishakh Vadakkedath et al.   Environmental Earth Sciences

Permafrost degradation in the Western Russian Arctic

(2020) Alexander A Vasiliev et al.   Environmental Research Letters

Fast response of cold ice-rich permafrost in northeast Siberia to a warming climate

(2020) Jan Nitzbon et al.   Nature Communications

Transferability of the Deep Learning Mask R-CNN Model for Automated Mapping of Ice-Wedge Polygons in High-Resolution Satellite and UAV Images

(2020) Weixing Zhang et al.   Remote Sensing

U-Net-Id, an Instance Segmentation Model for Building Extraction from Satellite Images—Case Study in the Joanópolis City, Brazil

(2020) Fabien H. Wagner et al.   Remote Sensing

Landslide identification using machine learning

(2020) Haojie Wang et al.   Geoscience Frontiers

Regional Mapping and Spatial Distribution Analysis of Canopy Palms in an Amazon Forest Using Deep Learning and VHR Images

(2020) Fabien H. Wagner et al.   Remote Sensing

GeoBoost: An Incremental Deep Learning Approach toward Global Mapping of Buildings from VHR Remote Sensing Images

(2020) Naisen Yang et al.   Remote Sensing

Towards Circumpolar Mapping of Arctic Settlements and Infrastructure Based on Sentinel-1 and Sentinel-2

(2020) Annett Bartsch et al.   Remote Sensing

RGB Image Prioritization Using Convolutional Neural Network on a Microprocessor for Nanosatellites

(2020) Ji Hyun Park et al.   Remote Sensing

Permafrost is warming at a global scale

(2019) Boris K. Biskaborn et al.   Nature Communications

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

Rapid initialization of retrogressive thaw slumps in the Canadian high Arctic and their response to climate and terrain factors

(2019) Melissa K. Ward Jones et al.   Environmental Research Letters

Key indicators of Arctic climate change: 1971–2017

(2019) Jason E Box et al.   Environmental Research Letters

Activation of Cryogenic Processes in Central Yamal as a Result of Regional and Local Change in Climate and Thermal State of Permafrost

(2019) E. A. Babkina et al.   Russian Meteorology and Hydrology

Extremes of summer climate trigger thousands of thermokarst landslides in a High Arctic environment

(2019) Antoni G. Lewkowicz et al.   Nature Communications

EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification

(2019) Patrick Helber et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Using deep learning to map retrogressive thaw slumps in the Beiluhe region (Tibetan Plateau) from CubeSat images

(2019) Lingcao Huang et al.   REMOTE SENSING OF ENVIRONMENT

Color Calibration of Proximal Sensing RGB Images of Oilseed Rape Canopy via Deep Learning Combined with K-Means Algorithm

(2019) Alwaseela Abdalla et al.   Remote Sensing

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

(2019) Zongwei Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

PatternNet: A benchmark dataset for performance evaluation of remote sensing image retrieval

(2018) Weixun Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Growth of Retrogressive Thaw Slumps in the Noatak Valley, Alaska, 2010–2016, Measured by Airborne Photogrammetry

(2018) David Swanson et al.   Remote Sensing

Climate Sensitivity of High Arctic Permafrost Terrain Demonstrated by Widespread Ice-Wedge Thermokarst on Banks Island

(2018) Robert Fraser et al.   Remote Sensing

Remote sensing quantifies widespread abundance of permafrost region disturbances across the Arctic and Subarctic

(2018) I. Nitze et al.   Nature Communications

Permafrost Terrain Dynamics and Infrastructure Impacts Revealed by UAV Photogrammetry and Thermal Imaging

(2018) Jurjen van der Sluijs et al.   Remote Sensing

Automated detection of thermoerosion in permafrost ecosystems using temporally dense Landsat image stacks

(2018) Mark J. Lara et al.   REMOTE SENSING OF ENVIRONMENT

Climate-driven thaw of permafrost preserved glacial landscapes, northwestern Canada

(2017) Steven V. Kokelj et al.   GEOLOGY

Coastal erosion and mass wasting along the Canadian Beaufort Sea based on annual airborne LiDAR elevation data

(2017) Jaroslav Obu et al.   GEOMORPHOLOGY

Object-Based Convolutional Neural Network for High-Resolution Imagery Classification

(2017) Wenzhi Zhao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Landsat-Based Trend Analysis of Lake Dynamics across Northern Permafrost Regions

(2017) Ingmar Nitze et al.   Remote Sensing

A Global Analysis of Sentinel-2A, Sentinel-2B and Landsat-8 Data Revisit Intervals and Implications for Terrestrial Monitoring

(2017) et al.   Remote Sensing

Terrain controls on the occurrence of coastal retrogressive thaw slumps along the Yukon Coast, Canada

(2017) Justine L. Ramage et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

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

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

Acceleration of thaw slump activity in glaciated landscapes of the Western Canadian Arctic

(2016) Rebecca A Segal et al.   Environmental Research Letters

Detection of landscape dynamics in the Arctic Lena Delta with temporally dense Landsat time-series stacks

(2016) Ingmar Nitze et al.   REMOTE SENSING OF ENVIRONMENT

Increased precipitation drives mega slump development and destabilization of ice-rich permafrost terrain, northwestern Canada

(2015) S.V. Kokelj et al.   GLOBAL AND PLANETARY CHANGE

Climate change and the permafrost carbon feedback

(2015) E. A. G. Schuur et al.   NATURE

Landsat-based mapping of thermokarst lake dynamics on the Tuktoyaktuk Coastal Plain, Northwest Territories, Canada since 1985

(2015) Ian Olthof et al.   REMOTE SENSING OF ENVIRONMENT

Timing of retrogressive thaw slump initiation in the Noatak Basin, northwest Alaska, USA

(2014) Andrew W. Balser et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

The deep permafrost carbon pool of the Yedoma region in Siberia and Alaska

(2013) Jens Strauss et al.   GEOPHYSICAL RESEARCH LETTERS

Paleoglaciological insights from the age and morphology of the Jesse moraine belt, western Canadian Arctic

(2012) Thomas R. Lakeman et al.   QUATERNARY SCIENCE REVIEWS

Vulnerability of high-latitude soil organic carbon in North America to disturbance

(2011) Guido Grosse et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Origin and characteristics of massive ground ice on Herschel Island (western Canadian Arctic) as revealed by stable water isotope and Hydrochemical signatures

(2011) Michael Fritz et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Quaternary glaciations in the Verkhoyansk Mountains, Northeast Siberia

(2010) Georg Stauch et al.   QUATERNARY RESEARCH

Weichselian and Holocene palaeoenvironmental history of the Bol'shoy Lyakhovsky Island, New Siberian Archipelago, Arctic Siberia

(2009) ANDREI A. ANDREEV et al.   BOREAS

Origin and polycyclic behaviour of tundra thaw slumps, Mackenzie Delta region, Northwest Territories, Canada

(2009) S. V. Kokelj et al.   PERMAFROST AND PERIGLACIAL PROCESSES

The environment and permafrost of the Mackenzie Delta area

(2009) C. R. Burn et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Climatic and geomorphic factors affecting contemporary (1950-2004) activity of retrogressive thaw slumps on the Aklavik Plateau, Richardson Mountains, NWT, Canada

(2009) Denis Lacelle et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Tundra lake changes from 1978 to 2001 on the Tuktoyaktuk Peninsula, western Canadian Arctic

(2008) L. J. Plug et al.   GEOPHYSICAL RESEARCH LETTERS

Increasing rates of retrogressive thaw slump activity in the Mackenzie Delta region, N.W.T., Canada

(2008) Trevor C. Lantz et al.   GEOPHYSICAL RESEARCH LETTERS

Fifty years of coastal erosion and retrogressive thaw slump activity on Herschel Island, southern Beaufort Sea, Yukon Territory, Canada

(2007) H. Lantuit et al.   GEOMORPHOLOGY