Mapping Paddy Rice Using a Convolutional Neural Network (CNN) with Landsat 8 Datasets in the Dongting Lake Area, China

Hyperspectral sensing of heavy metals in soil and vegetation: Feasibility and challenges

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

A hybrid MLP-CNN classifier for very fine resolution remotely sensed image classification

(2018) Ce Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A robust adaptive spatial and temporal image fusion model for complex land surface changes

(2018) Yongquan Zhao 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

Spatio-temporal fusion for daily Sentinel-2 images

(2018) Qunming Wang et al.   REMOTE SENSING OF ENVIRONMENT

A sub-pixel method for estimating planting fraction of paddy rice in Northeast China

(2018) Wei Liu et al.   REMOTE SENSING OF ENVIRONMENT

Mapping and assessment of vegetation types in the tropical rainforests of the Western Ghats using multispectral Sentinel-2 and SAR Sentinel-1 satellite imagery

(2018) Joseph J. Erinjery et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of One-Class Support Vector Classification for Mapping the Paddy Rice Planting Area in Jiangsu Province of China from Landsat 8 OLI Imagery

(2018) Xinjie Xu et al.   Remote Sensing

A Sliding Window-Based Joint Sparse Representation (SWJSR) Method for Hyperspectral Anomaly Detection

(2018) Seyyed Soofbaf et al.   Remote Sensing

Classification and Mapping of Paddy Rice by Combining Landsat and SAR Time Series Data

(2018) Seonyoung Park et al.   Remote Sensing

Assessment of the High Resolution SAR Mode of the RADARSAT Constellation Mission for First Year Ice and Multiyear Ice Characterization

(2018) Mohammed Dabboor et al.   Remote Sensing

Potential of Combining Optical and Dual Polarimetric SAR Data for Improving Mangrove Species Discrimination Using Rotation Forest

(2018) Hongsheng Zhang et al.   Remote Sensing

A Hybrid Color Mapping Approach to Fusing MODIS and Landsat Images for Forward Prediction

(2018) Chiman Kwan et al.   Remote Sensing

Fusion of Landsat-8/OLI and GOCI Data for Hourly Mapping of Suspended Particulate Matter at High Spatial Resolution: A Case Study in the Yangtze (Changjiang) Estuary

(2018) Yanqun Pan et al.   Remote Sensing

Fast Semi-Supervised Unmixing of Hyperspectral Image by Mutual Coherence Reduction and Recursive PCA

(2018) Samiran Das et al.   Remote Sensing

Improving Accuracy Estimation of Forest Aboveground Biomass Based on Incorporation of ALOS-2 PALSAR-2 and Sentinel-2A Imagery and Machine Learning: A Case Study of the Hyrcanian Forest Area (Iran)

(2018) Sasan Vafaei et al.   Remote Sensing

Combining Linear Pixel Unmixing and STARFM for Spatiotemporal Fusion of Gaofen-1 Wide Field of View Imagery and MODIS Imagery

(2018) Jintian Cui et al.   Remote Sensing

Very Deep Convolutional Neural Networks for Complex Land Cover Mapping Using Multispectral Remote Sensing Imagery

(2018) Masoud Mahdianpari et al.   Remote Sensing

Improved Fully Convolutional Network with Conditional Random Fields for Building Extraction

(2018) Sanjeevan Shrestha et al.   Remote Sensing

Improving Spatial-Temporal Data Fusion by Choosing Optimal Input Image Pairs

(2018) Donghui Xie et al.   Remote Sensing

Estimation of Rice Height and Biomass Using Multitemporal SAR Sentinel-1 for Camargue, Southern France

(2018) Emile Ndikumana et al.   Remote Sensing

Detailed Land Cover Mapping from Multitemporal Landsat-8 Data of Different Cloud Cover

(2018) Christina Karakizi et al.   Remote Sensing

Mapping up-to-Date Paddy Rice Extent at 10 M Resolution in China through the Integration of Optical and Synthetic Aperture Radar Images

(2018) Xin Zhang et al.   Remote Sensing

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

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

Automatic Road Detection and Centerline Extraction via Cascaded End-to-End Convolutional Neural Network

(2017) Guangliang Cheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A central-point-enhanced convolutional neural network for high-resolution remote-sensing image classification

(2017) Xin Pan et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Scene classification for aerial images based on CNN using sparse coding technique

(2017) Abdul Qayyum et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Contextually guided very-high-resolution imagery classification with semantic segments

(2017) Wenzhi Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Feature learning and change feature classification based on deep learning for ternary change detection in SAR images

(2017) Maoguo Gong et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A semi-supervised generative framework with deep learning features for high-resolution remote sensing image scene classification

(2017) Wei Han et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

Towards better exploiting convolutional neural networks for remote sensing scene classification

(2017) Keiller Nogueira et al.   PATTERN RECOGNITION

PhenoRice: A method for automatic extraction of spatio-temporal information on rice crops using satellite data time series

(2017) Mirco Boschetti et al.   REMOTE SENSING OF ENVIRONMENT

An improved scheme for rice phenology estimation based on time-series multispectral HJ-1A/B and polarimetric RADARSAT-2 data

(2017) Zhi Yang et al.   REMOTE SENSING OF ENVIRONMENT

Mapping Plastic-Mulched Farmland with C-Band Full Polarization SAR Remote Sensing Data

(2017) Hasituya et al.   Remote Sensing

Modeling the Effects of the Urban Built-Up Environment on Plant Phenology Using Fused Satellite Data

(2017) Norman Gervais et al.   Remote Sensing

Assessing a Multi-Platform Data Fusion Technique in Capturing Spatiotemporal Dynamics of Heterogeneous Dryland Ecosystems in Topographically Complex Terrain

(2017) Peter Olsoy et al.   Remote Sensing

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

(2017) Gang Fu et al.   Remote Sensing

Deep Learning Earth Observation Classification Using ImageNet Pretrained Networks

(2016) Dimitrios Marmanis et al.   IEEE Geoscience and Remote Sensing Letters

Determining the Type and Starting Time of Land Cover and Land Use Change in Southern Ghana Based on Discrete Analysis of Dense Landsat Image Time Series

(2016) Hsiao-chien Shih et al.   IEEE Journal of Selected Topics in Applied Earth Observations and 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

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

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

Estimation of rice leaf nitrogen contents based on hyperspectral LIDAR

(2016) Lin Du et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping paddy rice planting area in rice-wetland coexistent areas through analysis of Landsat 8 OLI and MODIS images

(2016) Yuting Zhou et al.   International Journal of Applied Earth Observation and Geoinformation

Using convolutional features and a sparse autoencoder for land-use scene classification

(2016) Esam Othman et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Evolution of regional to global paddy rice mapping methods: A review

(2016) Jinwei Dong et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Spatial variability of chlorophyll and nitrogen content of rice from hyperspectral imagery

(2016) Shreedevi Moharana et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

Monitoring Plastic-Mulched Farmland by Landsat-8 OLI Imagery Using Spectral and Textural Features

(2016) Hasituya et al.   Remote Sensing

An Object-Based Paddy Rice Classification Using Multi-Spectral Data and Crop Phenology in Assam, Northeast India

(2016) Mrinal Singha et al.   Remote Sensing

Multiview Deep Learning for Land-Use Classification

(2015) F. P. S. Luus et al.   IEEE Geoscience and Remote Sensing Letters

Decision fusion and non-parametric classifiers for land use mapping using multi-temporal RapidEye data

(2015) Fabian Löw et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping paddy rice planting area in cold temperate climate region through analysis of time series Landsat 8 (OLI), Landsat 7 (ETM+) and MODIS imagery

(2015) Yuanwei Qin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND 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

Deep learning

(2015) Yann LeCun et al.   NATURE

Learning salient visual word for scalable mobile image retrieval

(2015) Xiyu Yang et al.   PATTERN RECOGNITION

Integrated fusion of multi-scale polar-orbiting and geostationary satellite observations for the mapping of high spatial and temporal resolution land surface temperature

(2015) Penghai Wu et al.   REMOTE SENSING OF ENVIRONMENT

Mining dense Landsat time series for separating cropland and pasture in a heterogeneous Brazilian savanna landscape

(2015) Hannes Müller et al.   REMOTE SENSING OF ENVIRONMENT

Mapping rice paddy extent and intensification in the Vietnamese Mekong River Delta with dense time stacks of Landsat data

(2015) Caitlin Kontgis et al.   REMOTE SENSING OF ENVIRONMENT

Tracking the dynamics of paddy rice planting area in 1986–2010 through time series Landsat images and phenology-based algorithms

(2015) Jinwei Dong et al.   REMOTE SENSING OF ENVIRONMENT

Mapping paddy rice planting area in wheat-rice double-cropped areas through integration of Landsat-8 OLI, MODIS and PALSAR images

(2015) Jie Wang et al.   Scientific Reports

Application of Synthetic NDVI Time Series Blended from Landsat and MODIS Data for Grassland Biomass Estimation

(2015) Binghua Zhang et al.   Remote Sensing

Mapping Flooded Rice Paddies Using Time Series of MODIS Imagery in the Krishna River Basin, India

(2015) Pardhasaradhi Teluguntla et al.   Remote Sensing

Remote-Sensed Monitoring of Dominant Plant Species Distribution and Dynamics at Jiuduansha Wetland in Shanghai, China

(2015) Wenpeng Lin et al.   Remote Sensing

Mapping of Agricultural Crops from Single High-Resolution Multispectral Images—Data-Driven Smoothing vs. Parcel-Based Smoothing

(2015) Asli Ozdarici-Ok et al.   Remote Sensing

Object-Based Flood Mapping and Affected Rice Field Estimation with Landsat 8 OLI and MODIS Data

(2015) Phuong Dao 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

Vehicle Detection in Satellite Images by Hybrid Deep Convolutional Neural Networks

(2014) Xueyun Chen et al.   IEEE Geoscience and Remote Sensing Letters

Land cover classification of finer resolution remote sensing data integrating temporal features from time series coarser resolution data

(2014) Kun Jia et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Rice by the numbers: A good grain

(2014) Emily Elert   NATURE

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

(2014) Kun Jia et al.   Remote Sensing

Complementarity of Two Rice Mapping Approaches: Characterizing Strata Mapped by Hypertemporal MODIS and Rice Paddy Identification Using Multitemporal SAR

(2014) Sonia Asilo et al.   Remote Sensing

Development of a Remote Sensing-Based “Boro” Rice Mapping System

(2014) Mostafa Mosleh et al.   Remote Sensing

Crop classification using HJ satellite multispectral data in the North China Plain

(2013) Kun Jia et al.   Journal of Applied Remote Sensing

Assessing the accuracy of blending Landsat–MODIS surface reflectances in two landscapes with contrasting spatial and temporal dynamics: A framework for algorithm selection

(2013) Irina V. Emelyanova et al.   REMOTE SENSING OF ENVIRONMENT

Hyperspectral versus multispectral crop-productivity modeling and type discrimination for the HyspIRI mission

(2013) Isabella Mariotto et al.   REMOTE SENSING OF ENVIRONMENT

A Phenology-Based Classification of Time-Series MODIS Data for Rice Crop Monitoring in Mekong Delta, Vietnam

(2013) Nguyen-Thanh Son et al.   Remote Sensing

Monitoring agricultural drought in the Lower Mekong Basin using MODIS NDVI and land surface temperature data

(2012) N.T. Son et al.   International Journal of Applied Earth Observation and Geoinformation

Rice monitoring with multi-temporal and dual-polarimetric TerraSAR-X data

(2012) Wolfgang Koppe et al.   International Journal of Applied Earth Observation and Geoinformation

Use of MODIS and Landsat time series data to generate high-resolution temporal synthetic Landsat data using a spatial and temporal reflectance fusion model

(2012) Zheng Niu   Journal of Applied Remote Sensing

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

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

Preparing Landsat Image Time Series (LITS) for Monitoring Changes in Vegetation Phenology in Queensland, Australia

(2012) Santosh Bhandari et al.   Remote Sensing

Field-based crop classification using SPOT4, SPOT5, IKONOS and QuickBird imagery for agricultural areas: a comparison study

(2011) Mustafa Turker et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Use of ENVISAT/ASAR wide-swath data for timely rice fields mapping in the Mekong River Delta

(2011) Alexandre Bouvet et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of Landsat and MODIS data fusion products for analysis of dryland forest phenology

(2011) J.J. Walker et al.   REMOTE SENSING OF ENVIRONMENT

Detection and estimation of mixed paddy rice cropping patterns with MODIS data

(2010) Dailiang Peng et al.   International Journal of Applied Earth Observation and Geoinformation

An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions

(2010) Xiaolin Zhu et al.   REMOTE SENSING OF ENVIRONMENT

Estimating Global Cropland Extent with Multi-year MODIS Data

(2010) Kyle Pittman et al.   Remote Sensing

Per-Field Irrigated Crop Classification in Arid Central Asia Using SPOT and ASTER Data

(2010) Christopher Conrad et al.   Remote Sensing

Mapping paddy rice with multitemporal ALOS/PALSAR imagery in southeast China

(2009) Yuan Zhang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Multi-year monitoring of rice crop phenology through time series analysis of MODIS images

(2009) M. Boschetti et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Generation of dense time series synthetic Landsat data through data blending with MODIS using a spatial and temporal adaptive reflectance fusion model

(2009) Thomas Hilker et al.   REMOTE SENSING OF ENVIRONMENT

Irrigated Area Maps and Statistics of India Using Remote Sensing and National Statistics

(2009) Prasad Thenkabail et al.   Remote Sensing

Large-area crop mapping using time-series MODIS 250 m NDVI data: An assessment for the U.S. Central Great Plains

(2007) Brian D. Wardlow et al.   REMOTE SENSING OF ENVIRONMENT