Long Time Series Land Cover Classification in China from 1982 to 2015 Based on Bi-LSTM Deep Learning

Spectral-Spatial Attention Networks for Hyperspectral Image Classification

(2019) Xiaoguang Mei 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

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

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

Land Surface Precipitation in MERRA-2

(2017) Rolf H. Reichle et al.   JOURNAL OF CLIMATE

Convolutional neural networks for hyperspectral image classification

(2017) Shiqi Yu et al.   NEUROCOMPUTING

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

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

Atmospheric summer teleconnections and Greenland Ice Sheet surface mass variations: insights from MERRA-2

(2016) Young-Kwon Lim et al.   Environmental Research Letters

Long-Time-Series Global Land Surface Satellite Leaf Area Index Product Derived From MODIS and AVHRR Surface Reflectance

(2016) Zhiqiang Xiao 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

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

(2016) Cristina Gómez et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A new approach for land cover classification and change analysis: Integrating backdating and an object-based method

(2016) Wenjuan Yu et al.   REMOTE SENSING OF ENVIRONMENT

An evaluation of time-series smoothing algorithms for land-cover classifications using MODIS-NDVI multi-temporal data

(2016) Yang Shao et al.   REMOTE SENSING OF ENVIRONMENT

A time series analysis of urbanization induced land use and land cover change and its impact on land surface temperature with Landsat imagery

(2016) Peng Fu et al.   REMOTE SENSING OF ENVIRONMENT

A survey of machine learning for big data processing

(2016) Junfei Qiu et al.   EURASIP Journal on Advances in Signal Processing

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

(2016) Haobo Lyu et al.   Remote Sensing

Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art

(2016) Liangpei Zhang et al.   IEEE Geoscience and Remote Sensing Magazine

Large Area Mapping of Annual Land Cover Dynamics Using Multitemporal Change Detection and Classification of Landsat Time Series Data

(2015) Steven E. Franklin et al.   CANADIAN JOURNAL OF REMOTE SENSING

A global map of urban extent from nightlights

(2015) Yuyu Zhou et al.   Environmental Research Letters

Exploring issues of training data imbalance and mislabelling on random forest performance for large area land cover classification using the ensemble margin

(2015) Andrew Mellor et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating the fraction of absorbed photosynthetically active radiation from the MODIS data based GLASS leaf area index product

(2015) Zhiqiang Xiao et al.   REMOTE SENSING OF ENVIRONMENT

Assessment of five global satellite products of fraction of absorbed photosynthetically active radiation: Intercomparison and direct validation against ground-based data

(2015) Xin Tao et al.   REMOTE SENSING OF ENVIRONMENT

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

(2015) Fan Hu et al.   Remote Sensing

Large Area Mapping of Annual Land Cover Dynamics Using Multitemporal Change Detection and Classification of Landsat Time Series Data

(2015) Steven E. Franklin et al.   CANADIAN JOURNAL OF REMOTE SENSING

Deep Learning-Based Classification of Hyperspectral Data

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

Generating Global LAnd Surface Satellite incident shortwave radiation and photosynthetically active radiation products from multiple satellite data

(2014) Xiaotong Zhang et al.   REMOTE SENSING OF ENVIRONMENT

A cluster-based method to map urban area from DMSP/OLS nightlights

(2014) Yuyu Zhou et al.   REMOTE SENSING OF ENVIRONMENT

Comparing Machine Learning Classifiers for Object-Based Land Cover Classification Using Very High Resolution Imagery

(2014) Yuguo Qian et al.   Remote Sensing

Analysis of global land surface albedo climatology and spatial-temporal variation during 1981-2010 from multiple satellite products

(2014) Tao He et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

A long-term Global LAnd Surface Satellite (GLASS) data-set for environmental studies

(2013) Shunlin Liang et al.   International Journal of Digital Earth

Change detection from remotely sensed images: From pixel-based to object-based approaches

(2013) Masroor Hussain et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Consistent classification of image time series with automatic adaptive signature generalization

(2013) Josh Gray et al.   REMOTE SENSING OF ENVIRONMENT

Development and assessment of a 250m spatial resolution MODIS annual land cover time series (2000–2011) for the forest region of Canada derived from change-based updating

(2013) Darren Pouliot et al.   REMOTE SENSING OF ENVIRONMENT

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

China’s wetland change (1990–2000) determined by remote sensing

(2010) Peng Gong et al.   Science China-Earth Sciences

Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms

(2009) J.R. Otukei et al.   International Journal of Applied Earth Observation and Geoinformation

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

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

Landsat continuity: Issues and opportunities for land cover monitoring

(2007) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT

Contribution of multispectral and multitemporal information from MODIS images to land cover classification

(2007) Hugo Carrão et al.   REMOTE SENSING OF ENVIRONMENT