Tree Cover Estimation in Global Drylands from Space Using Deep Learning

A Framework for Evaluating Land Use and Land Cover Classification Using Convolutional Neural Networks

(2019) Manuel Carranza-García et al.   Remote Sensing

Integration of Convolutional Neural Networks and Object-Based Post-Classification Refinement for Land Use and Land Cover Mapping with Optical and SAR Data

(2019) Shengjie Liu et al.   Remote Sensing

Detection of Fir Trees (Abies sibirica) Damaged by the Bark Beetle in Unmanned Aerial Vehicle Images with Deep Learning

(2019) Anastasiia Safonova et al.   Remote Sensing

Remote Sensing Image Scene Classification Using CNN-CapsNet

(2019) Wei Zhang et al.   Remote Sensing

Chlorophyll content estimation in an open-canopy conifer forest with Sentinel-2A and hyperspectral imagery in the context of forest decline

(2019) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Individual Tree-Crown Detection in RGB Imagery Using Semi-Supervised Deep Learning Neural Networks

(2019) Ben G. Weinstein et al.   Remote Sensing

Synergy of ICESat-2 and Landsat for Mapping Forest Aboveground Biomass with Deep Learning

(2019) Lana L. Narine et al.   Remote Sensing

Faster training of Mask R-CNN by focusing on instance boundaries

(2019) Roland S. Zimmermann et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Deep learning classifiers for hyperspectral imaging: A review

(2019) M.E. Paoletti et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A new image classification method using CNN transfer learning and web data augmentation

(2018) Dongmei Han et al.   EXPERT SYSTEMS WITH APPLICATIONS

Tree cover shows strong sensitivity to precipitation variability across the global tropics

(2018) Xiangtao Xu et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Land-use scene classification based on a CNN using a constrained extreme learning machine

(2018) Qian Weng et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Joint Deep Learning for land cover and land use classification

(2018) Ce Zhang et al.   REMOTE SENSING OF ENVIRONMENT

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

The importance of scattered trees for biodiversity conservation: A global meta-analysis

(2017) Jayme A. Prevedello et al.   JOURNAL OF APPLIED ECOLOGY

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Remote Sensing Image Scene Classification: Benchmark and State of the Art

(2017) Gong Cheng et al.   PROCEEDINGS OF THE IEEE

Comment on “The extent of forest in dryland biomes”

(2017) Dmitry Schepaschenko et al.   SCIENCE

Response to Comment on “The extent of forest in dryland biomes”

(2017) J.-F. Bastin et al.   SCIENCE

Comment on “The extent of forest in dryland biomes”

(2017) Daniel M. Griffith et al.   SCIENCE

Response to Comment on “The extent of forest in dryland biomes”

(2017) J.-F. Bastin et al.   SCIENCE

Comment on “The extent of forest in dryland biomes”

(2017) Marcelino de la Cruz et al.   SCIENCE

Response to Comment on “The extent of forest in dryland biomes”

(2017) J.-F. Bastin et al.   SCIENCE

The extent of forest in dryland biomes

(2017) Jean-François Bastin et al.   SCIENCE

One-Dimensional Convolutional Neural Network Land-Cover Classification of Multi-Seasonal Hyperspectral Imagery in the San Francisco Bay Area, California

(2017) Daniel Guidici et al.   Remote Sensing

Photogrammetric UAV Mapping of Terrain under Dense Coastal Vegetation: An Object-Oriented Classification Ensemble Algorithm for Classification and Terrain Correction

(2017) Xuelian Meng et al.   Remote Sensing

Deep-learning Versus OBIA for Scattered Shrub Detection with Google Earth Imagery: Ziziphus lotus as Case Study

(2017) Emilio Guirado et al.   Remote Sensing

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

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

Recent loss of closed forests is associated with Ebola virus disease outbreaks

(2017) Jesús Olivero et al.   Scientific Reports

Stacked Autoencoder-based deep learning for remote-sensing image classification: a case study of African land-cover mapping

(2016) Weijia Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Landscape fragmentation, severe drought, and the new Amazon forest fire regime

(2015) Ane A. Alencar et al.   ECOLOGICAL APPLICATIONS

An object-based SVM method incorporating optimal segmentation scale estimation using Bhattacharyya Distance for mapping salt cedar (Tamarisk spp.) with QuickBird imagery

(2015) Lu Xun et al.   GIScience & Remote Sensing

Advantage of hyperspectral EO-1 Hyperion over multispectral IKONOS, GeoEye-1, WorldView-2, Landsat ETM+, and MODIS vegetation indices in crop biomass estimation

(2015) Michael Marshall et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Forest health and global change

(2015) S. Trumbore et al.   SCIENCE

Conservation policy and the measurement of forests

(2015) Joseph O. Sexton et al.   Nature Climate Change

Mapping Tree Canopy Cover and Aboveground Biomass in Sudano-Sahelian Woodlands Using Landsat 8 and Random Forest

(2015) Martin Karlson et al.   Remote Sensing

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

Data Augmentation for Deep Neural Network Acoustic Modeling

(2015) Xiaodong Cui et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Determination of tropical deforestation rates and related carbon losses from 1990 to 2010

(2014) Frédéric Achard et al.   GLOBAL CHANGE BIOLOGY

Contribution of semi-arid ecosystems to interannual variability of the global carbon cycle

(2014) Benjamin Poulter et al.   NATURE

Evaluation of terrestrial carbon cycle models for their response to climate variability and to CO2trends

(2013) Shilong Piao et al.   GLOBAL CHANGE BIOLOGY

Global, 30-m resolution continuous fields of tree cover: Landsat-based rescaling of MODIS vegetation continuous fields with lidar-based estimates of error

(2013) Joseph O. Sexton et al.   International Journal of Digital Earth

High-Resolution Global Maps of 21st-Century Forest Cover Change

(2013) M. C. Hansen et al.   SCIENCE

Trade-offs between tree cover, carbon storage and floristic biodiversity in reforesting landscapes

(2012) Jaclyn M. Hall et al.   LANDSCAPE ECOLOGY

Tree cover in sub-Saharan Africa: Rainfall and fire constrain forest and savanna as alternative stable states

(2010) A. Carla Staver et al.   ECOLOGY

Multiscale analysis of tree cover and aboveground carbon stocks in pinyon–juniper woodlands

(2009) Cho-ying Huang et al.   ECOLOGICAL APPLICATIONS

How do your data grow?

(2008) Clifford Lynch   NATURE

Is oil palm agriculture really destroying tropical biodiversity?

(2008) Lian Pin Koh et al.   Conservation Letters