Deep Learning for Land Use and Land Cover Classification Based on Hyperspectral and Multispectral Earth Observation Data: A Review

A Detail-Preserving Cross-Scale Learning Strategy for CNN-Based Pansharpening

(2020) Sergio Vitale et al.   Remote Sensing

An overview on spectral and spatial information fusion for hyperspectral image classification: Current trends and challenges

(2020) Maryam Imani et al.   Information Fusion

X-ModalNet: A semi-supervised deep cross-modal network for classification of remote sensing data

(2020) Danfeng Hong et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Novel Object-Based Deep Learning Framework for Semantic Segmentation of Very High-Resolution Remote Sensing Data: Comparison with Convolutional and Fully Convolutional Networks

(2019) Maria Papadomanolaki et al.   Remote Sensing

Crowdsourced geospatial data quality: challenges and future directions

(2019) Anahid Basiri et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Cloud detection on small satellites based on lightweight U-net and image compression

(2019) Zhaoxiang Zhang et al.   Journal of Applied Remote Sensing

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification

(2019) Patrick Helber et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Deep Learning for Hyperspectral Image Classification: An Overview

(2019) Shutao Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Super resolution land cover mapping of hyperspectral images using the deep image prior-based approach

(2019) Xiaofeng Ma et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Deep learning classifiers for hyperspectral imaging: A review

(2019) M.E. Paoletti et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

On the information bottleneck theory of deep learning

(2019) Andrew M Saxe et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Satellite-ground integrated destriping network: A new perspective for EO-1 Hyperion and Chinese hyperspectral satellite datasets

(2019) Yanfei Zhong et al.   REMOTE SENSING OF ENVIRONMENT

Spectral–Spatial Attention Network for Hyperspectral Image Classification

(2019) Hao Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Road Extraction by Deep Residual U-Net

(2018) Zhengxin Zhang et al.   IEEE Geoscience and Remote Sensing Letters

A Multiscale and Multidepth Convolutional Neural Network for Remote Sensing Imagery Pan-Sharpening

(2018) Qiangqiang Yuan et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DeepUNet: A Deep Fully Convolutional Network for Pixel-Level Sea-Land Segmentation

(2018) Ruirui Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Deep Convolutional Neural Network for Complex Wetland Classification Using Optical Remote Sensing Imagery

(2018) Mohammad Rezaee et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

Generative Adversarial Networks for Hyperspectral Image Classification

(2018) Lin Zhu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multisource Remote Sensing Data Classification Based on Convolutional Neural Network

(2018) Xiaodong Xu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Graph-Regularized Fast and Robust Principal Component Analysis for Hyperspectral Band Selection

(2018) Weiwei Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

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

(2018) Ronald Kemker 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

Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery

(2018) Bo Huang et al.   REMOTE SENSING OF ENVIRONMENT

End-to-End Airplane Detection Using Transfer Learning in Remote Sensing Images

(2018) Zhong Chen et al.   Remote Sensing

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

(2018) Giuseppe Scarpa et al.   Remote Sensing

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

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

(2018) Masoud Mahdianpari et al.   Remote Sensing

Spatiotemporal Fusion of Multisource Remote Sensing Data: Literature Survey, Taxonomy, Principles, Applications, and Future Directions

(2018) et al.   Remote Sensing

Road Detection From Remote Sensing Images by Generative Adversarial Networks

(2018) Qian Shi et al.   IEEE Access

Scene Classification With Recurrent Attention of VHR Remote Sensing Images

(2018) Qi Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Supervised Classification of Multisensor Remotely Sensed Images Using a Deep Learning Framework

(2018) Sankaranarayanan Piramanayagam et al.   Remote Sensing

New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathematical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning

(2018) Pedram Ghamisi et al.   IEEE Geoscience and Remote Sensing Magazine

Super-resolution of Sentinel-2 images: Learning a globally applicable deep neural network

(2018) Charis Lanaras et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Deep Convolution Neural Network Method for Land Cover Mapping: A Case Study of Qinhuangdao, China

(2018) Yunfeng Hu et al.   Remote Sensing

A Two-Branch CNN Architecture for Land Cover Classification of PAN and MS Imagery

(2018) Raffaele Gaetano et al.   Remote Sensing

Deep learning in remote sensing scene classification: a data augmentation enhanced convolutional neural network framework

(2017) Xingrui Yu et al.   GIScience & Remote Sensing

Boosting the Accuracy of Multispectral Image Pansharpening by Learning a Deep Residual Network

(2017) Yancong Wei et al.   IEEE Geoscience and Remote Sensing Letters

Super-Resolution for Remote Sensing Images via Local–Global Combined Network

(2017) Sen Lei et al.   IEEE Geoscience and Remote Sensing Letters

Hyperspectral Imagery Denoising by Deep Learning With Trainable Nonlinearity Function

(2017) Weiying Xie et al.   IEEE Geoscience and Remote Sensing Letters

Training Deep Convolutional Neural Networks for Land–Cover Classification of High-Resolution Imagery

(2017) Grant J. Scott et al.   IEEE Geoscience and Remote Sensing Letters

Locality Adaptive Discriminant Analysis for Spectral–Spatial Classification of Hyperspectral Images

(2017) Qi Wang 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

Deep Fusion of Remote Sensing Data for Accurate Classification

(2017) Yushi Chen et al.   IEEE Geoscience and Remote Sensing Letters

Multilevel Cloud Detection in Remote Sensing Images Based on Deep Learning

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

Surface Water Mapping by Deep Learning

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

Going Deeper With Contextual CNN for Hyperspectral Image Classification

(2017) Hyungtae Lee et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Pixel-level image fusion: A survey of the state of the art

(2017) Shutao Li et al.   Information Fusion

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

Convolutional neural networks for hyperspectral image classification

(2017) Shiqi Yu et al.   NEUROCOMPUTING

Towards better exploiting convolutional neural networks for remote sensing scene classification

(2017) Keiller Nogueira et al.   PATTERN RECOGNITION

Remote Sensing Image Scene Classification: Benchmark and State of the Art

(2017) Gong Cheng et al.   PROCEEDINGS OF THE IEEE

Spectral-spatial classification of hyperspectral imagery using a dual-channel convolutional neural network

(2017) Haokui Zhang et al.   Remote Sensing Letters

The Role of Citizen Science in Earth Observation

(2017) Steffen Fritz et al.   Remote Sensing

Learning Low Dimensional Convolutional Neural Networks for High-Resolution Remote Sensing Image Retrieval

(2017) Weixun Zhou et al.   Remote Sensing

One-Dimensional Convolutional Neural Network Land-Cover Classification of Multi-Seasonal Hyperspectral Imagery in the San Francisco Bay Area, California

(2017) Daniel Guidici et al.   Remote Sensing

Hyperspectral Image Spatial Super-Resolution via 3D Full Convolutional Neural Network

(2017) Shaohui Mei et al.   Remote Sensing

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

(2017) Ying Li et al.   Remote Sensing

Convolutional Recurrent Neural Networks forHyperspectral Data Classification

(2017) Hao Wu 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

Deep Learning Earth Observation Classification Using ImageNet Pretrained Networks

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

Spectral–Spatial Classification of Hyperspectral Image Based on Deep Auto-Encoder

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

Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

(2016) Wenzhi Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks

(2016) Yushi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging

(2016) Jaime Zabalza et al.   NEUROCOMPUTING

SVM or deep learning? A comparative study on remote sensing image classification

(2016) Peng Liu et al.   SOFT COMPUTING

Crowdsourcing In-Situ Data on Land Cover and Land Use Using Gamification and Mobile Technology

(2016) Juan Laso Bayas et al.   Remote Sensing

Stacked Denoise Autoencoder Based Feature Extraction and Classification for Hyperspectral Images

(2016) Chen Xing et al.   Journal of Sensors

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

Unsupervised Spectral–Spatial Feature Learning With Stacked Sparse Autoencoder for Hyperspectral Imagery Classification

(2015) Chao Tao et al.   IEEE Geoscience and Remote Sensing Letters

A New Pan-Sharpening Method With Deep Neural Networks

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

Deep Learning Based Feature Selection for Remote Sensing Scene Classification

(2015) Qin Zou et al.   IEEE Geoscience and Remote Sensing Letters

Dimension Reduction Using Spatial and Spectral Regularized Local Discriminant Embedding for Hyperspectral Image Classification

(2015) Yicong Zhou et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Global effects of land use on local terrestrial biodiversity

(2015) Tim Newbold et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

An Evaluation of Different Training Sample Allocation Schemes for Discrete and Continuous Land Cover Classification Using Decision Tree-Based Algorithms

(2015) René Colditz   Remote Sensing

Deep Convolutional Neural Networks for Hyperspectral Image Classification

(2015) Wei Hu et al.   Journal of Sensors

Structured covariance principal component analysis for real-time onsite feature extraction and dimensionality reduction in hyperspectral imaging

(2014) Jaime Zabalza et al.   APPLIED OPTICS

Improved Capability in Stone Pine Forest Mapping and Management in Lebanon Using Hyperspectral CHRIS-Proba Data Relative to Landsat ETM+

(2014) Mohamad Awad et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Optimization of Object-Based Image Analysis With Random Forests for Land Cover Mapping

(2013) Jan Stefanski et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Manifold-Learning-Based Feature Extraction for Classification of Hyperspectral Data: A Review of Advances in Manifold Learning

(2013) Dalton Lunga et al.   IEEE SIGNAL PROCESSING MAGAZINE

Semisupervised Discriminative Locally Enhanced Alignment for Hyperspectral Image Classification

(2013) Qian Shi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study

(2013) Isaac Triguero et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Tensor Discriminative Locality Alignment for Hyperspectral Image Spectral–Spatial Feature Extraction

(2012) Liangpei Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Locality-Preserving Dimensionality Reduction and Classification for Hyperspectral Image Analysis

(2011) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Semisupervised Dimensionality Reduction With Pairwise Constraints for Hyperspectral Image Classification

(2010) Shiguo Chen et al.   IEEE Geoscience and Remote Sensing Letters

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Three decades of hyperspectral remote sensing of the Earth: A personal view

(2009) Alexander F.H. Goetz   REMOTE SENSING OF ENVIRONMENT

Limitations of Principal Components Analysis for Hyperspectral Target Recognition

(2008) Saurabh Prasad et al.   IEEE Geoscience and Remote Sensing Letters