Deep Convolutional Neural Networks for Automated Characterization of Arctic Ice-Wedge Polygons in Very High Spatial Resolution Aerial Imagery

A deep learning approach to DTM extraction from imagery using rule-based training labels

(2018) C.M. Gevaert et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A light and faster regional convolutional neural network for object detection in optical remote sensing images

(2018) Peng Ding et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Classification with an edge: Improving semantic image segmentation with boundary detection

(2018) D. Marmanis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of the use of very high resolution aerial imagery for accurate ice-wedge polygon mapping (Adventdalen, Svalbard)

(2018) Maura Lousada et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Regional Patterns and Asynchronous Onset of Ice-Wedge Degradation since the Mid-20th Century in Arctic Alaska

(2018) Gerald Frost et al.   Remote Sensing

Degradation and stabilization of ice wedges: Implications for assessing risk of thermokarst in northern Alaska

(2017) Mikhail Kanevskiy et al.   GEOMORPHOLOGY

Mapping Arctic Coastal Ecosystems with High Resolution Optical Satellite Imagery Using a Hybrid Classification Approach

(2017) Zhaohua Chen et al.   CANADIAN JOURNAL OF REMOTE SENSING

Patterns and rates of riverbank erosion involving ice-rich permafrost (yedoma) in northern Alaska

(2016) Mikhail Kanevskiy et al.   GEOMORPHOLOGY

Geophysical estimation of shallow permafrost distribution and properties in an ice-wedge polygon-dominated Arctic tundra region

(2016) Baptiste Dafflon et al.   GEOPHYSICS

Pan-Arctic ice-wedge degradation in warming permafrost and its influence on tundra hydrology

(2016) Anna K. Liljedahl et al.   Nature Geoscience

Spatio-Temporal Variation in High-Centre Polygons and Ice-Wedge Melt Ponds, Tuktoyaktuk Coastlands, Northwest Territories

(2016) Audrey E. Steedman et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Numerical Modelling of Ice-Wedge Polygon Geomorphic Transition

(2016) Charles J. Abolt et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Remote Sensing of Landscape Change in Permafrost Regions

(2016) Mark Torre Jorgenson et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Progress in Understanding the Dynamics, Internal Structure and Palaeoenvironmental Potential of Ice Wedges and Sand Wedges

(2016) Hanne H. Christiansen et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Holocene ice-wedge polygon development in northern Yukon permafrost peatlands (Canada)

(2016) Michael Fritz et al.   QUATERNARY SCIENCE REVIEWS

An Object-Based Image Analysis Approach for Detecting Penguin Guano in very High Spatial Resolution Satellite Images

(2016) Chandi Witharana et al.   Remote Sensing

Projected changes in diverse ecosystems from climate warming and biophysical drivers in northwest Alaska

(2015) Mark Torre Jorgenson et al.   CLIMATIC CHANGE

Remote sensing big data computing: Challenges and opportunities

(2015) Yan Ma et al.   Future Generation Computer Systems-The International Journal of eScience

Land cover classification using high‐resolution aerial photography in adventdalen, svalbard

(2015) Carla Mora et al.   GEOGRAFISKA ANNALER SERIES A-PHYSICAL GEOGRAPHY

Deep learning

(2015) Yann LeCun et al.   NATURE

Recent Arctic tundra fire initiates widespread thermokarst development

(2015) Benjamin M. Jones et al.   Scientific Reports

Role of ground ice dynamics and ecological feedbacks in recent ice wedge degradation and stabilization

(2015) M. T. Jorgenson et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

Identifying multiscale zonation and assessing the relative importance of polygon geomorphology on carbon fluxes in an Arctic tundra ecosystem

(2015) Haruko M. Wainwright et al.   Journal of Geophysical Research-Biogeosciences

Polygonal tundra geomorphological change in response to warming alters future CO2 and CH4 flux on the Barrow Peninsula

(2014) Mark J. Lara et al.   GLOBAL CHANGE BIOLOGY

Quantifying Wedge-Ice Volumes in Yedoma and Thermokarst Basin Deposits

(2014) Mathias Ulrich et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Extrapolating active layer thickness measurements across Arctic polygonal terrain using LiDAR andNDVIdata sets

(2014) Chandana Gangodagamage et al.   WATER RESOURCES RESEARCH

Distribution and activity of ice wedges across the forest-tundra transition, western Arctic Canada

(2014) S. V. Kokelj et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

Multi-temporal image analysis of historical aerial photographs and recent satellite imagery reveals evolution of water body surface area and polygonal terrain morphology in Kobuk Valley National Park, Alaska

(2013) Marius Necsoiu et al.   Environmental Research Letters

Isotropic thaw subsidence in undisturbed permafrost landscapes

(2013) Nikolay I. Shiklomanov et al.   GEOPHYSICAL RESEARCH LETTERS

Cumulative geoecological effects of 62 years of infrastructure and climate change in ice-rich permafrost landscapes, Prudhoe Bay Oilfield, Alaska

(2013) Martha K. Raynolds et al.   GLOBAL CHANGE BIOLOGY

Spatial and seasonal variability of polygonal tundra water balance: Lena River Delta, northern Siberia (Russia)

(2013) Manuel Helbig et al.   HYDROGEOLOGY JOURNAL

Arctic tundra ice-wedge landscape characterization by active contours without edges and structural analysis using high-resolution satellite imagery

(2013) Alexei N. Skurikhin et al.   Remote Sensing Letters

Ground ice in the upper permafrost of the Beaufort Sea coast of Alaska

(2012) M. Kanevskiy et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Geometric Evolution of Polygonal Terrain Networks in the Canadian High Arctic: Evidence of Increasing Regularity over Time

(2012) Timothy W. Haltigin et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Fiat or Bona Fide Boundary—A Matter of Granular Perspective

(2012) Lars Vogt et al.   PLoS One

Subpixel heterogeneity of ice-wedge polygonal tundra: a multi-scale analysis of land cover and evapotranspiration in the Lena River Delta, Siberia

(2012) S. Muster et al.   TELLUS SERIES B-CHEMICAL AND PHYSICAL METEOROLOGY

Polygon pattern geomorphometry on Svalbard (Norway) and western Utopia Planitia (Mars) using high-resolution stereo remote-sensing data

(2011) M. Ulrich et al.   GEOMORPHOLOGY

The principles of cryostratigraphy

(2010) Hugh French et al.   EARTH-SCIENCE REVIEWS

A multi-layer approach for the analysis of neighbourhood relations of polygons in remotely acquired images

(2010) Lourenço Bandeira et al.   PATTERN RECOGNITION LETTERS

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Patterns in vegetation composition, surface height and thaw depth in polygon mires in the Yakutian Arctic (NE Siberia): a microtopographical characterisation of the active layer

(2009) Merten Minke et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Remote sensing of permafrost-related problems and hazards

(2008) Andreas Kääb   PERMAFROST AND PERIGLACIAL PROCESSES

Polygonal terrains on Mars: A contribution to their geometric and topological characterization

(2008) Pedro Pina et al.   PLANETARY AND SPACE SCIENCE