Automatic Mapping of Thermokarst Landforms from Remote Sensing Images Using Deep Learning: A Case Study in the Northeastern Tibetan Plateau

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

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Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery

(2018) Bo Huang et al.   REMOTE SENSING OF ENVIRONMENT

Geospatial Object Detection in High Resolution Satellite Images Based on Multi-Scale Convolutional Neural Network

(2018) Wei Guo et al.   Remote Sensing

Thermal Characteristics and Recent Changes of Permafrost in the Upper Reaches of the Heihe River Basin, Western China

(2018) Bin Cao et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Thaw Depth Determines Dissolved Organic Carbon Concentration and Biodegradability on the Northern Qinghai-Tibetan Plateau

(2017) C. C. Mu et al.   GEOPHYSICAL RESEARCH LETTERS

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

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

(2017) Ingmar Nitze et al.   Remote Sensing

Spatial variability of active layer thickness detected by ground-penetrating radar in the Qilian Mountains, Western China

(2017) Bin Cao et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

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

Can we open the black box of AI?

(2016) Davide Castelvecchi   NATURE

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

Combining satellite imagery and machine learning to predict poverty

(2016) N. Jean et al.   SCIENCE

Circumpolar distribution and carbon storage of thermokarst landscapes

(2016) D. Olefeldt et al.   Nature Communications

Carbon loss and chemical changes from permafrost collapse in the northern Tibetan Plateau

(2016) Cuicui Mu et al.   Journal of Geophysical Research-Biogeosciences

Carbon and Nitrogen Properties of Permafrost over the Eboling Mountain in the Upper Reach of Heihe River Basin, Northwestern China

(2015) Cuicui Mu et al.   ARCTIC ANTARCTIC AND ALPINE RESEARCH

Distribution and growth of thaw slumps in the Richardson Mountains–Peel Plateau region, northwestern Canada

(2015) Denis Lacelle et al.   GEOMORPHOLOGY

Climate change and the permafrost carbon feedback

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

Deep learning

(2015) Yann LeCun et al.   NATURE

Thermokarst in Siberia and Its Influence on the Development of Lowland Relief

(2015) Tadeáš Czudek et al.   QUATERNARY RESEARCH

Thermokarst lake changes between 1969 and 2010 in the Beilu River Basin, Qinghai–Tibet Plateau, China

(2015) Jing Luo et al.   Science Bulletin

Assessment of terrain susceptibility to thermokarst lake development along the Qinghai–Tibet engineering corridor, China

(2014) Fujun Niu et al.   Environmental Earth Sciences

The Pascal Visual Object Classes Challenge: A Retrospective

(2014) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Quantification of upland thermokarst features with high resolution remote sensing

(2013) E F Belshe et al.   Environmental Research Letters

Identifying permafrost slope disturbance using multi-temporal optical satellite images and change detection techniques

(2012) Ashley C.A. Rudy et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

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

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

Thermal state of permafrost and active layer in Central Asia during the international polar year

(2010) Lin Zhao et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Permafrost thermal state in the polar Northern Hemisphere during the international polar year 2007-2009: a synthesis

(2010) Vladimir E. Romanovsky et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Thermal state of permafrost in Russia

(2010) V. E. Romanovsky et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Soil organic carbon pools in the northern circumpolar permafrost region

(2009) C. Tarnocai et al.   GLOBAL BIOGEOCHEMICAL CYCLES

Recent permafrost warming on the Qinghai-Tibetan Plateau

(2008) Qingbai Wu et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Thawing permafrost and thicker active layers in sub-arctic Sweden

(2008) H. Jonas Åkerman et al.   PERMAFROST AND PERIGLACIAL PROCESSES