Integrating camera imagery, crowdsourcing, and deep learning to improve high-frequency automated monitoring of snow at continental-to-global scales

Exploring geo-tagged photos for land cover validation with deep learning

(2018) Hanfa Xing et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Retrieval of fractional snow covered area from MODIS data by multivariate adaptive regression splines

(2018) Semih Kuter et al.   REMOTE SENSING OF ENVIRONMENT

Tracking vegetation phenology across diverse North American biomes using PhenoCam imagery

(2018) Andrew D. Richardson et al.   Scientific Data

Automatic land cover classification of geo-tagged field photos by deep learning

(2017) Guang Xu et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Training Deep Convolutional Neural Networks for Land–Cover Classification of High-Resolution Imagery

(2017) Grant J. Scott et al.   IEEE Geoscience and Remote Sensing Letters

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Spatiotemporal Characteristics of Seasonal Snow Cover in Northeast Greenland from in Situ Observations

(2016) Stine Højlund Pedersen et al.   ARCTIC ANTARCTIC AND ALPINE RESEARCH

Assessing data quality in citizen science

(2016) Margaret Kosmala et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

(2016) Adriana Romero et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Season Spotter: Using Citizen Science to Validate and Scale Plant Phenology from Near-Surface Remote Sensing

(2016) Margaret Kosmala et al.   Remote Sensing

Deep learning

(2015) Yann LeCun et al.   NATURE

Tracking forest phenology and seasonal physiology using digital repeat photography: a critical assessment

(2014) T. F. Keenan et al.   ECOLOGICAL APPLICATIONS

Big Data Deep Learning: Challenges and Perspectives

(2014) Xue-Wen Chen et al.   IEEE Access

Assessment of methods for mapping snow cover from MODIS

(2012) Karl Rittger et al.   ADVANCES IN WATER RESOURCES

Evaluation of the MODIS snow cover fraction product

(2012) Kristi R. Arsenault et al.   HYDROLOGICAL PROCESSES

Monitoring seasonal snow dynamics using ground based high resolution photography (Austre Lovénbreen, Svalbard, 79°N)

(2012) É. Bernard et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Ground-based testing of MODIS fractional snow cover in subalpine meadows and forests of the Sierra Nevada

(2012) Mark S. Raleigh et al.   REMOTE SENSING OF ENVIRONMENT

A review of global satellite-derived snow products

(2011) Allan Frei et al.   ADVANCES IN SPACE RESEARCH

Potential of time-lapse photography of snow for hydrological purposes at the small catchment scale

(2011) Juraj Parajka et al.   HYDROLOGICAL PROCESSES

Snow cover monitoring with images from digital camera systems

(2011) Rosamaria Salvatori et al.   RIVISTA ITALIANA DI TELERILEVAMENTO

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

A Survey on Transfer Learning

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

Retrieval of subpixel snow covered area, grain size, and albedo from MODIS

(2009) Thomas H. Painter et al.   REMOTE SENSING OF ENVIRONMENT

On the Role of Snow Cover in Depressing Air Temperature

(2008) Thomas L. Mote   Journal of Applied Meteorology and Climatology

Subpixel monitoring of the seasonal snow cover with MODIS at 250 m spatial resolution in the Southern Alps of New Zealand: Methodology and accuracy assessment

(2008) Pascal Sirguey et al.   REMOTE SENSING OF ENVIRONMENT