Survey of Deep-Learning Approaches for Remote Sensing Observation Enhancement

Remote sensing images super-resolution with deep convolution networks

(2019) Qiong Ran et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Separable-spectral convolution and inception network for hyperspectral image super-resolution

(2019) Ke Zheng et al.   International Journal of Machine Learning and Cybernetics

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

SFTGAN: a generative adversarial network for pan-sharpening equipped with spatial feature transform layers

(2019) Yutian Zhang   Journal of Applied Remote Sensing

Deep Learning for Multilabel Land Cover Scene Categorization Using Data Augmentation

(2019) Radamanthys Stivaktakis et al.   IEEE Geoscience and Remote Sensing Letters

Pyramid Fully Convolutional Network for Hyperspectral and Multispectral Image Fusion

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

Achieving Super-Resolution Remote Sensing Images via the Wavelet Transform Combined With the Recursive Res-Net

(2019) Wen Ma et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Machine Learning for the Geosciences: Challenges and Opportunities

(2019) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Satellite Image Super-Resolution via Multi-Scale Residual Deep Neural Network

(2019) Tao Lu et al.   Remote Sensing

Synthesis of Multispectral Optical Images From SAR/Optical Multitemporal Data Using Conditional Generative Adversarial Networks

(2019) Jose D. Bermudez et al.   IEEE Geoscience and Remote Sensing Letters

A 3-D Atrous Convolution Neural Network for Hyperspectral Image Denoising

(2019) Wei Liu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Edge-Enhanced GAN for Remote Sensing Image Superresolution

(2019) Kui Jiang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Pan-Sharpening Using an Efficient Bidirectional Pyramid Network

(2019) Yongjun Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Super-Resolution of Single Remote Sensing Image Based on Residual Dense Backprojection Networks

(2019) Zongxu Pan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hybrid Noise Removal in Hyperspectral Imagery With a Spatial–Spectral Gradient Network

(2019) Qiang Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Video super-resolution based on spatial-temporal recurrent residual networks

(2018) Wenhan Yang et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Identifying Corresponding Patches in SAR and Optical Images With a Pseudo-Siamese CNN

(2018) Lloyd H. Hughes et al.   IEEE Geoscience and Remote Sensing Letters

Aerial Image Super Resolution via Wavelet Multiscale Convolutional Neural Networks

(2018) Tingwei Wang 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

Exploring the Potential of Conditional Adversarial Networks for Optical and SAR Image Matching

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

Remote Sensing Image Fusion With Deep Convolutional Neural Network

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

3-D Deep Learning Approach for Remote Sensing Image Classification

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

Target-Adaptive CNN-Based Pansharpening

(2018) Giuseppe Scarpa 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 New Deep Generative Network for Unsupervised Remote Sensing Single-Image Super-Resolution

(2018) Juan Mario Haut et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep learning for pixel-level image fusion: Recent advances and future prospects

(2018) Yu Liu et al.   Information Fusion

Single-frame super resolution of remote-sensing images by convolutional neural networks

(2018) Caglayan Tuna et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Multi spectral image fusion by deep convolutional neural network and new spectral loss function

(2018) Sajjad Eghbalian et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Single satellite imagery simultaneous super-resolution and colorization using multi-task deep neural networks

(2018) Heng Liu et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Image super-resolution using a dilated convolutional neural network

(2018) Guimin Lin et al.   NEUROCOMPUTING

Pixel-wise regression using U-Net and its application on pansharpening

(2018) Wei Yao et al.   NEUROCOMPUTING

Deep convolutional networks with residual learning for accurate spectral-spatial denoising

(2018) Weiying Xie et al.   NEUROCOMPUTING

Super-Resolution for “Jilin-1” Satellite Video Imagery via a Convolutional Network

(2018) Aoran Xiao et al.   SENSORS

Hyperspectral and Multispectral Image Fusion via Deep Two-Branches Convolutional Neural Network

(2018) Jingxiang Yang et al.   Remote Sensing

Learning a Dilated Residual Network for SAR Image Despeckling

(2018) Qiang Zhang et al.   Remote Sensing

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

(2018) Giuseppe Scarpa et al.   Remote Sensing

Deriving High Spatiotemporal Remote Sensing Images Using Deep Convolutional Network

(2018) Zhenyu Tan et al.   Remote Sensing

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

(2018) Shunping Ji et al.   Remote Sensing

A Progressively Enhanced Network for Video Satellite Imagery Superresolution

(2018) Kui Jiang et al.   IEEE SIGNAL PROCESSING LETTERS

Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network

(2018) Qiangqiang Yuan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

HSI-DeNet: Hyperspectral Image Restoration via Convolutional Neural Network

(2018)   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Trainable spectral difference learning with spatial starting for hyperspectral image denoising

(2018) Weiying Xie et al.   NEURAL NETWORKS

Sentinel-2 Image Fusion Using a Deep Residual Network

(2018) Frosti Palsson et al.   Remote Sensing

Mining Hard Negative Samples for SAR-Optical Image Matching Using Generative Adversarial Networks

(2018) Lloyd Hughes et al.   Remote Sensing

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

Deep Distillation Recursive Network for Remote Sensing Imagery Super-Resolution

(2018) Kui Jiang et al.   Remote Sensing

Deep Memory Connected Neural Network for Optical Remote Sensing Image Restoration

(2018) Wenjia Xu et al.   Remote Sensing

Hyperspectral Image Super-Resolution Inspired by Deep Laplacian Pyramid Network

(2018) Zhi He et al.   Remote Sensing

Inpainting of Remote Sensing SST Images With Deep Convolutional Generative Adversarial Network

(2018) Junyu Dong et al.   IEEE Geoscience and Remote Sensing Letters

HyperReconNet: Joint Coded Aperture Optimization and Image Reconstruction for Compressive Hyperspectral Imaging

(2018) Lizhi Wang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Convolutional network architectures for super-resolution/sub-pixel mapping of drone-derived images

(2018) Pattathal V. Arun et al.   PATTERN RECOGNITION

Video Satellite Imagery Super Resolution via Convolutional Neural Networks

(2017) Yimin Luo et al.   IEEE Geoscience and Remote Sensing Letters

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

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

Blind Quality Assessment of Fused WorldView-3 Images by Using the Combinations of Pansharpening and Hypersharpening Paradigms

(2017) Chiman Kwan 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

Multispectral and Hyperspectral Image Fusion Using a 3-D-Convolutional Neural Network

(2017) Frosti Palsson et al.   IEEE Geoscience and Remote Sensing Letters

A Deep-Learning-Based Forecasting Ensemble to Predict Missing Data for Remote Sensing Analysis

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

Hyperspectral Image Superresolution by Transfer Learning

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

Fusing Meter-Resolution 4-D InSAR Point Clouds and Optical Images for Semantic Urban Infrastructure Monitoring

(2017) Yuanyuan Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Convolutional Neural Network for Inverse Problems in Imaging

(2017) Kyong Hwan Jin et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Hyperspectral image super-resolution using deep convolutional neural network

(2017) Yunsong Li et al.   NEUROCOMPUTING

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

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

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

(2017) Shaohui Mei et al.   Remote Sensing

Advances in Hyperspectral Image and Signal Processing: A Comprehensive Overview of the State of the Art

(2017) Pedram Ghamisi et al.   IEEE Geoscience and Remote Sensing Magazine

Deep-STEP: A Deep Learning Approach for Spatiotemporal Prediction of Remote Sensing Data

(2016) Monidipa Das et al.   IEEE Geoscience and Remote Sensing Letters

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

(2016) Adriana Romero 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

Pansharpening by Convolutional Neural Networks

(2016) Giuseppe Masi et al.   Remote Sensing

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

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

Big Data challenges in building the Global Earth Observation System of Systems

(2015) Stefano Nativi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Remote sensing big data computing: Challenges and opportunities

(2015) Yan Ma et al.   Future Generation Computer Systems-The International Journal of eScience

A New Pan-Sharpening Method With Deep Neural Networks

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

Missing Information Reconstruction of Remote Sensing Data: A Technical Review

(2015) Huanfeng Shen et al.   IEEE Geoscience and Remote Sensing Magazine

Big Data Deep Learning: Challenges and Perspectives

(2014) Xue-Wen Chen et al.   IEEE Access

Compressive Coded Aperture Spectral Imaging: An Introduction

(2013) Gonzalo R. Arce et al.   IEEE SIGNAL PROCESSING MAGAZINE

Stacked Autoencoders for Unsupervised Feature Learning and Multiple Organ Detection in a Pilot Study Using 4D Patient Data

(2013) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Nonlocal Transform-Domain Filter for Volumetric Data Denoising and Reconstruction

(2012) M. Maggioni et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Solving Inverse Problems With Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity

(2011) Guoshen Yu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Linear inverse problems in imaging

(2008) Alejandro Ribes et al.   IEEE SIGNAL PROCESSING MAGAZINE