Smallholder Crop Area Mapped with a Semantic Segmentation Deep Learning Method

Unsupervised Spectral–Spatial Feature Learning via Deep Residual Conv–Deconv Network for Hyperspectral Image Classification

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

Learning Multiscale Deep Features for High-Resolution Satellite Image Scene Classification

(2018) Qingshan Liu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object-Based Superresolution Land-Cover Mapping From Remotely Sensed Imagery

(2018) Yuehong Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Semi-Supervised Deep Learning Using Pseudo Labels for Hyperspectral Image Classification

(2018) Hao Wu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

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

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Algorithms for semantic segmentation of multispectral remote sensing imagery using deep learning

(2018) Ronald Kemker et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A deep learning framework for remote sensing image registration

(2018) Shuang Wang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A light and faster regional convolutional neural network for object detection in optical remote sensing images

(2018) Peng Ding et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images

(2018) Michele Volpi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Beyond RGB: Very high resolution urban remote sensing with multimodal deep networks

(2018) Nicolas Audebert et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Smallholder crop area mapped with wall-to-wall WorldView sub-meter panchromatic image texture: A test case for Tigray, Ethiopia

(2018) Christopher S.R. Neigh et al.   REMOTE SENSING OF ENVIRONMENT

Detecting mammals in UAV images: Best practices to address a substantially imbalanced dataset with deep learning

(2018) Benjamin Kellenberger et al.   REMOTE SENSING OF ENVIRONMENT

An object-based convolutional neural network (OCNN) for urban land use classification

(2018) Ce Zhang 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

Building Extraction in Very High Resolution Remote Sensing Imagery Using Deep Learning and Guided Filters

(2018) Yongyang Xu et al.   Remote Sensing

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

(2018) Shunping Ji et al.   Remote Sensing

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

ERN: Edge Loss Reinforced Semantic Segmentation Network for Remote Sensing Images

(2018) Shuo Liu et al.   Remote Sensing

Evaluation of regional estimates of winter wheat yield by assimilating three remotely sensed reflectance datasets into the coupled WOFOST–PROSAIL model

(2018) Jianxi Huang et al.   EUROPEAN JOURNAL OF AGRONOMY

Large area cropland extent mapping with Landsat data and a generalized classifier

(2018) Aparna R. Phalke et al.   REMOTE SENSING OF ENVIRONMENT

Intra-annual reflectance composites from Sentinel-2 and Landsat for national-scale crop and land cover mapping

(2018) Patrick Griffiths et al.   REMOTE SENSING OF ENVIRONMENT

Active Transfer Learning Network: A Unified Deep Joint Spectral–Spatial Feature Learning Model for Hyperspectral Image Classification

(2018) Cheng Deng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

Estimation and mapping of above-ground biomass of mangrove forests and their replacement land uses in the Philippines using Sentinel imagery

(2017) Jose Alan A. Castillo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A new deep convolutional neural network for fast hyperspectral image classification

(2017) M.E. Paoletti et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Automated cropland mapping of continental Africa using Google Earth Engine cloud computing

(2017) Jun Xiong et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Multi-source remotely sensed data fusion for improving land cover classification

(2017) Bin Chen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Landsat-based classification in the cloud: An opportunity for a paradigm shift in land cover monitoring

(2017) G. Azzari et al.   REMOTE SENSING OF ENVIRONMENT

Using Sentinel-2 Data for Retrieving LAI and Leaf and Canopy Chlorophyll Content of a Potato Crop

(2017) Jan Clevers et al.   Remote Sensing

Object-Oriented Landslide Mapping Using ZY-3 Satellite Imagery, Random Forest and Mathematical Morphology, for the Three-Gorges Reservoir, China

(2017) Tao Chen et al.   Remote Sensing

Classification for High Resolution Remote Sensing Imagery Using a Fully Convolutional Network

(2017) Gang Fu et al.   Remote Sensing

Assimilating a synthetic Kalman filter leaf area index series into the WOFOST model to improve regional winter wheat yield estimation

(2016) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

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

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

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

Scene Classification via a Gradient Boosting Random Convolutional Network Framework

(2016) Fan Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE 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

Learning selfhood scales for urban land cover mapping with very-high-resolution satellite images

(2016) Xiuyuan Zhang et al.   REMOTE SENSING OF ENVIRONMENT

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

Classification and Segmentation of Satellite Orthoimagery Using Convolutional Neural Networks

(2016) Martin Längkvist 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

Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model

(2015) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

A New Pan-Sharpening Method With Deep Neural Networks

(2015) Wei Huang et al.   IEEE Geoscience and Remote Sensing Letters

Jointly Assimilating MODIS LAI and ET Products Into the SWAP Model for Winter Wheat Yield Estimation

(2015) Jianxi Huang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Global land cover mapping at 30m resolution: A POK-based operational approach

(2015) Jun Chen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

The Pascal Visual Object Classes Challenge: A Retrospective

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

Object Detection in High-Resolution Remote Sensing Images Using Rotation Invariant Parts Based Model

(2013) Wanceng Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Improving 30 m global land-cover map FROM-GLC with time series MODIS and auxiliary data sets: a segmentation-based approach

(2013) Le Yu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Evaluating high resolution SPOT 5 satellite imagery for crop identification

(2011) Chenghai Yang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets

(2009) Mark A. Friedl et al.   REMOTE SENSING OF ENVIRONMENT

A genetic algorithm rule-based approach for land-cover classification

(2007) Ming-Hseng Tseng et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING