Comparing fully convolutional networks, random forest, support vector machine, and patch-based deep convolutional neural networks for object-based wetland mapping using images from small unmanned aircraft system

Spectral–Spatial Residual Network for Hyperspectral Image Classification: A 3-D Deep Learning Framework

(2018) Zilong Zhong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Disaster damage detection through synergistic use of deep learning and 3D point cloud features derived from very high resolution oblique aerial images, and multiple-kernel-learning

(2018) Anand Vetrivel et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Deep Learning Approach to UAV Image Multilabeling

(2017) Abdallah Zeggada 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

Object-Based Convolutional Neural Network for High-Resolution Imagery Classification

(2017) Wenzhi Zhao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A review of supervised object-based land-cover image classification

(2017) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Simultaneous extraction of roads and buildings in remote sensing imagery with convolutional neural networks

(2017) Rasha Alshehhi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Species classification using Unmanned Aerial Vehicle (UAV)-acquired high spatial resolution imagery in a heterogeneous grassland

(2017) Bing Lu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Spatially-explicit modeling of multi-scale drivers of aboveground forest biomass and water yield in watersheds of the Southeastern United States

(2017) Mukhtar Ahmed Ajaz Ahmed et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Object-based classification of wetland vegetation using very high-resolution unmanned air system imagery

(2017) Roshan Pande-Chhetri et al.   European Journal of Remote Sensing

Drought assessment and monitoring through blending of multi-sensor indices using machine learning approaches for different climate regions

(2016) Seonyoung Park et al.   AGRICULTURAL AND FOREST METEOROLOGY

Downscaling of AMSR-E soil moisture with MODIS products using machine learning approaches

(2016) Jungho Im et al.   Environmental Earth Sciences

Channel bar feature extraction for a mining-contaminated river using high-spatial multispectral remote-sensing imagery

(2016) Caixia Wang et al.   GIScience & Remote Sensing

Learning Rotation-Invariant Convolutional Neural Networks for Object Detection in VHR Optical Remote Sensing Images

(2016) Gong Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

(2016) Manchun Li et al.   International Journal of Applied Earth Observation and Geoinformation

Change detection based on deep feature representation and mapping transformation for multi-spatial-resolution remote sensing images

(2016) Puzhao Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semisupervised classification for hyperspectral image based on multi-decision labeling and deep feature learning

(2016) Xiaorui Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Learning multiscale and deep representations for classifying remotely sensed imagery

(2016) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

(2016) David Silver et al.   NATURE

Landslide mapping from aerial photographs using change detection-based Markov random field

(2016) Zhongbin Li et al.   REMOTE SENSING OF ENVIRONMENT

Analysis of Landslide Evolution Affecting Olive Groves Using UAV and Photogrammetric Techniques

(2016) Tomás Fernández et al.   Remote Sensing

A novel transferable individual tree crown delineation model based on Fishing Net Dragging and boundary classification

(2015) Tao Liu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Overview and Current Status of Remote Sensing Applications Based on Unmanned Aerial Vehicles (UAVs)

(2015) Gonzalo Pajares   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Super-resolution mapping of wetland inundation from remote sensing imagery based on integration of back-propagation neural network and genetic algorithm

(2015) Linyi Li et al.   REMOTE SENSING OF ENVIRONMENT

Use of Unmanned Aircraft Systems to Delineate Fine-Scale Wetland Vegetation Communities

(2015) Christa L. Zweig et al.   WETLANDS

Deep Convolutional Neural Networks for Hyperspectral Image Classification

(2015) Wei Hu et al.   Journal of Sensors

Forest Biomass and Carbon Stock Quantification Using Airborne LiDAR Data: A Case Study Over Huntington Wildlife Forest in the Adirondack Park

(2014) Manqi Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Automated parameterisation for multi-scale image segmentation on multiple layers

(2014) L. Drăguţ et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Hierarchical feature representation and multimodal fusion with deep learning for AD/MCI diagnosis

(2014) Heung-Il Suk et al.   NEUROIMAGE

The Application of Unmanned Aerial Vehicle Remote Sensing in Quickly Monitoring Crop Pests

(2013) Jianwei Yue et al.   INTELLIGENT AUTOMATION AND SOFT COMPUTING

Analyzing fine-scale wetland composition using high resolution imagery and texture features

(2013) Zoltan Szantoi et al.   International Journal of Applied Earth Observation and Geoinformation

Remote sensing of plant communities as a tool for assessing the condition of semiarid Mediterranean saline wetlands in agricultural catchments

(2013) J. Martínez-López et al.   International Journal of Applied Earth Observation and Geoinformation

Canopy height measurement by photogrammetric analysis of aerial images: Application to buckwheat (Fagopyrum esculentum Moench) lodging evaluation

(2012) Toshifumi Murakami et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Potential of Multi-Angular Data Derived From a Digital Aerial Frame Camera for Forest Classification

(2012) Tatjana Koukal et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Multiscale assessment of green leaf cover in a semi-arid rangeland with a small unmanned aerial vehicle

(2012) Kenneth C. McGwire et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Application of low altitude remote sensing (LARS) platform for monitoring crop growth and weed infestation in a soybean plantation

(2012) Grianggai Samseemoung et al.   PRECISION AGRICULTURE

A flexible unmanned aerial vehicle for precision agriculture

(2012) Jacopo Primicerio et al.   PRECISION AGRICULTURE

Forest biomass estimation from airborne LiDAR data using machine learning approaches

(2012) Colin J. Gleason et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of random forest, support vector machine and back propagation neural network for electronic tongue data classification: Application to the recognition of orange beverage and Chinese vinegar

(2012) Miao Liu et al.   SENSORS AND ACTUATORS B-CHEMICAL

Fluorescence, temperature and narrow-band indices acquired from a UAV platform for water stress detection using a micro-hyperspectral imager and a thermal camera

(2011) P.J. Zarco-Tejada et al.   REMOTE SENSING OF ENVIRONMENT

Synergistic use of QuickBird multispectral imagery and LIDAR data for object-based forest species classification

(2010) Yinghai Ke et al.   REMOTE SENSING OF ENVIRONMENT

Architecture for a helicopter-based unmanned aerial systems wildfire surveillance system

(2010) Enric Pastor et al.   Geocarto International

Object based image analysis for remote sensing

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

A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification

(2008) Alexander Statnikov et al.   BMC BIOINFORMATICS

Object‐based change detection using correlation image analysis and image segmentation

(2007) J. Im et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING