Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series

Deep Recurrent Neural Networks for Winter Vegetation Quality Mapping via Multitemporal SAR Sentinel-1

(2018) Dinh Ho Tong Minh et al.   IEEE Geoscience and Remote Sensing Letters

3-D Deep Learning Approach for Remote Sensing Image Classification

(2018) Amina Ben Hamida et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Missing Data Reconstruction in Remote Sensing Image With a Unified Spatial-Temporal-Spectral Deep Convolutional Neural Network

(2018) Qiang Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A comparison of resampling methods for remote sensing classification and accuracy assessment

(2018) Mitchell B. Lyons et al.   REMOTE SENSING OF ENVIRONMENT

Sentinel-2 cropland mapping using pixel-based and object-based time-weighted dynamic time warping analysis

(2018) Mariana Belgiu et al.   REMOTE SENSING OF ENVIRONMENT

A CNN-Based Fusion Method for Feature Extraction from Sentinel Data

(2018) Giuseppe Scarpa et al.   Remote Sensing

3D Convolutional Neural Networks for Crop Classification with Multi-Temporal Remote Sensing Images

(2018) Shunping Ji et al.   Remote Sensing

Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders

(2018) Marc Rußwurm et al.   ISPRS International Journal of Geo-Information

How much does multi-temporal Sentinel-2 data improve crop type classification?

(2018) Francesco Vuolo et al.   International Journal of Applied Earth Observation and Geoinformation

Deep Recurrent Neural Network for Agricultural Classification using multitemporal SAR Sentinel-1 for Camargue, France

(2018) Emile Ndikumana et al.   Remote Sensing

Using long short-term memory recurrent neural network in land cover classification on Landsat and Cropland data layer time series

(2018) Ziheng Sun et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Deep learning based multi-temporal crop classification

(2018) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery

(2018) Lichao Mou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Land Cover Classification via Multitemporal Spatial Data by Deep Recurrent Neural Networks

(2017) Dino Ienco 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

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dense Semantic Labeling of Subdecimeter Resolution Images With Convolutional Neural Networks

(2017) Michele Volpi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Segment-before-Detect: Vehicle Detection and Classification through Semantic Segmentation of Aerial Images

(2017) Nicolas Audebert et al.   Remote Sensing

Operational High Resolution Land Cover Map Production at the Country Scale Using Satellite Image Time Series

(2017) Jordi Inglada et al.   Remote Sensing

Effect of Training Class Label Noise on Classification Performances for Land Cover Mapping with Satellite Image Time Series

(2017) Charlotte Pelletier et al.   Remote Sensing

Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network

(2017) Ying Li 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

The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances

(2016) Anthony Bagnall et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A Time-Weighted Dynamic Time Warping Method for Land-Use and Land-Cover Mapping

(2016) Victor Maus et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Optical remotely sensed time series data for land cover classification: A review

(2016) Cristina Gómez 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

A meta-analysis of remote sensing research on supervised pixel-based land-cover image classification processes: General guidelines for practitioners and future research

(2016) Reza Khatami et al.   REMOTE SENSING OF ENVIRONMENT

Assessing the robustness of Random Forests to map land cover with high resolution satellite image time series over large areas

(2016) Charlotte Pelletier et al.   REMOTE SENSING OF ENVIRONMENT

Pansharpening by Convolutional Neural Networks

(2016) Giuseppe Masi et al.   Remote Sensing

Hyperspectral Imagery Classification Using Sparse Representations of Convolutional Neural Network Features

(2016) Heming Liang et al.   Remote Sensing

Learning a Transferable Change Rule from a Recurrent Neural Network for Land Cover Change Detection

(2016) Haobo Lyu et al.   Remote Sensing

First Experience with Sentinel-2 Data for Crop and Tree Species Classifications in Central Europe

(2016) Markus Immitzer et al.   Remote Sensing

Production of a Dynamic Cropland Mask by Processing Remote Sensing Image Series at High Temporal and Spatial Resolutions

(2016) Silvia Valero 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

A Multi-Temporal and Multi-Spectral Method to Estimate Aerosol Optical Thickness over Land, for the Atmospheric Correction of FormoSat-2, LandSat, VENμS and Sentinel-2 Images

(2015) Olivier Hagolle et al.   Remote Sensing

An Automated Method for Annual Cropland Mapping along the Season for Various Globally-Distributed Agrosystems Using High Spatial and Temporal Resolution Time Series

(2015) Nicolas Matton et al.   Remote Sensing

Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery

(2015) Jordi Inglada et al.   Remote Sensing

The Concept of Essential Climate Variables in Support of Climate Research, Applications, and Policy

(2014) Stephan Bojinski et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Land Cover Classification of Landsat Data with Phenological Features Extracted from Time Series MODIS NDVI Data

(2014) Kun Jia et al.   Remote Sensing

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Satellite Image Time Series Analysis Under Time Warping

(2012) François Petitjean et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Estimating Global Cropland Extent with Multi-year MODIS Data

(2010) Kyle Pittman et al.   Remote Sensing