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

Arctic‐Boreal Lake Dynamics Revealed Using CubeSat Imagery

(2019) Sarah W. Cooley et al.   GEOPHYSICAL RESEARCH LETTERS

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

Cascade R-CNN: High Quality Object Detection and Instance Segmentation

(2019) Zhaowei Cai et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

(2018) Robert Fraser et al.   Remote Sensing

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

(2018) Weixing Zhang 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

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

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

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

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

(2017) Ingmar Nitze et al.   Remote Sensing

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

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

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

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning-based tree classification using mobile LiDAR data

(2015) Haiyan Guan et al.   Remote Sensing Letters

Object recognition in remote sensing images using sparse deep belief networks

(2015) Wenhui Diao et al.   Remote Sensing Letters

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

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

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

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

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING