Review of pixel-level remote sensing image fusion based on deep learning
Published 2022 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Review of pixel-level remote sensing image fusion based on deep learning
Authors
Keywords
-
Journal
Information Fusion
Volume 90, Issue -, Pages 36-58
Publisher
Elsevier BV
Online
2022-09-14
DOI
10.1016/j.inffus.2022.09.008
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- GTP-PNet: A residual learning network based on gradient transformation prior for pansharpening
- (2021) Hao Zhang et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Spatiotemporal Fusion of Formosat-2 and Landsat-8 Satellite Images: A Comparison of “Super Resolution-Then-Blend” and “Blend-Then-Super Resolution” Approaches
- (2021) Tee-Ann Teo et al. Remote Sensing
- MDECNN: A Multiscale Perception Dense Encoding Convolutional Neural Network for Multispectral Pan-Sharpening
- (2021) Weisheng Li et al. Remote Sensing
- A Hybrid Deep Learning-Based Spatiotemporal Fusion Method for Combining Satellite Images with Different Resolutions
- (2021) Duo Jia et al. Remote Sensing
- Sentinel SAR-optical fusion for crop type mapping using deep learning and Google Earth Engine
- (2021) Jarrett Adrian et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- MSDRN: Pansharpening of Multispectral Images via Multi-Scale Deep Residual Network
- (2021) Wenqing Wang et al. Remote Sensing
- Hybrid Attention Based Residual Network for Pansharpening
- (2021) Qin Liu et al. Remote Sensing
- Pyramid-attention based multi-scale feature fusion network for multispectral pan-sharpening
- (2021) Yang Chi et al. APPLIED INTELLIGENCE
- A generative model method for unsupervised multispectral image fusion in remote sensing
- (2021) Arian Azarang et al. Signal Image and Video Processing
- MSNet: A Multi-Stream Fusion Network for Remote Sensing Spatiotemporal Fusion Based on Transformer and Convolution
- (2021) Weisheng Li et al. Remote Sensing
- Detail Information Prior Net for Remote Sensing Image Pansharpening
- (2021) Yuchen Xie et al. Remote Sensing
- MDCwFB: A Multilevel Dense Connection Network with Feedback Connections for Pansharpening
- (2021) Weisheng Li et al. Remote Sensing
- Application of deep learning models in nonlinear detail map prediction in pansharpening
- (2021) Arian Azarang et al. Journal of Computational Science
- SC-PNN: Saliency Cascade Convolutional Neural Network for Pansharpening
- (2021) Libao Zhang et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Image fusion meets deep learning: A survey and perspective
- (2021) Hao Zhang et al. Information Fusion
- ChangeMask: Deep multi-task encoder-transformer-decoder architecture for semantic change detection
- (2021) Zhuo Zheng et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Channel–spatial attention-based pan-sharpening of very high-resolution satellite images
- (2021) Peijuan Wang et al. KNOWLEDGE-BASED SYSTEMS
- A Robust Hybrid Deep Learning Model for Spatiotemporal Image Fusion
- (2021) Zijun Yang et al. Remote Sensing
- A Novel Deep Learning-Based Spatiotemporal Fusion Method for Combining Satellite Images with Different Resolutions Using a Two-Stream Convolutional Neural Network
- (2020) Duo Jia et al. Remote Sensing
- DeepSUM: Deep Neural Network for Super-Resolution of Unregistered Multitemporal Images
- (2020) Andrea Bordone Molini et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A differential information residual convolutional neural network for pansharpening
- (2020) Menghui Jiang et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- A spatiotemporal deep fusion model for merging satellite and gauge precipitation in China
- (2020) Hongcai Wu et al. JOURNAL OF HYDROLOGY
- Improved SRGAN for Remote Sensing Image Super-Resolution Across Locations and Sensors
- (2020) Yingfei Xiong et al. Remote Sensing
- Two-Path Network with Feedback Connections for Pan-Sharpening in Remote Sensing
- (2020) Shipeng Fu et al. Remote Sensing
- Band-Independent Encoder–Decoder Network for Pan-Sharpening of Remote Sensing Images
- (2020) Chi Liu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- HAM-MFN: Hyperspectral and Multispectral Image Multiscale Fusion Network With RAP Loss
- (2020) Shuang Xu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A deeply supervised image fusion network for change detection in high resolution bi-temporal remote sensing images
- (2020) Chenxiao Zhang et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion
- (2020) Andrea Meraner et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Pan-sharpening via multi-scale and multiple deep neural networks
- (2020) Wei Huang et al. SIGNAL PROCESSING-IMAGE COMMUNICATION
- Multi-Image Super Resolution of Remotely Sensed Images Using Residual Attention Deep Neural Networks
- (2020) Francesco Salvetti et al. Remote Sensing
- PlanetScope Radiometric Normalization and Sentinel-2 Super-Resolution (2.5 m): A Straightforward Spectral-Spatial Fusion of Multi-Satellite Multi-Sensor Images Using Residual Convolutional Neural Networks
- (2020) Nicolas Latte et al. Remote Sensing
- Super-Resolution of Sentinel-2 Imagery Using Generative Adversarial Networks
- (2020) Luis Salgueiro Romero et al. Remote Sensing
- Cloud Detection for Satellite Imagery Using Attention-Based U-Net Convolutional Neural Network
- (2020) Yanan Guo et al. Symmetry-Basel
- Spatiotemporal Fusion of Remote Sensing Image Based on Deep Learning
- (2020) Xiaofei Wang et al. Journal of Sensors
- DMNet: A Network Architecture Using Dilated Convolution and Multiscale Mechanisms for Spatiotemporal Fusion of Remote Sensing Images
- (2020) Weisheng Li et al. IEEE SENSORS JOURNAL
- Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion
- (2020) Jiayi Ma et al. Information Fusion
- Coupled Convolutional Neural Network With Adaptive Response Function Learning for Unsupervised Hyperspectral Super Resolution
- (2020) Ke Zheng et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Image retrieval from remote sensing big data: A survey
- (2020) Yansheng Li et al. Information Fusion
- Unsupervised Pansharpening Based on Self-Attention Mechanism
- (2020) Ying Qu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Rethinking CNN-Based Pansharpening: Guided Colorization of Panchromatic Images via GANs
- (2020) Furkan Ozcelik et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification
- (2020) Danfeng Hong et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Deep Multiscale Detail Networks for Multiband Spectral Image Sharpening
- (2020) Xueyang Fu et al. IEEE Transactions on Neural Networks and Learning Systems
- Two Stages Pan-Sharpening Details Injection Approach Based on Very Deep Residual Networks
- (2020) Tayeb Benzenati et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Detail Injection-Based Deep Convolutional Neural Networks for Pansharpening
- (2020) Liang-Jian Deng et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Super-Resolution-Guided Progressive Pansharpening Based on a Deep Convolutional Neural Network
- (2020) Jiajun Cai et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Improving Satellite Image Fusion via Generative Adversarial Training
- (2020) Xin Luo et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A spatial-channel progressive fusion ResNet for remote sensing classification
- (2020) Hao Zhu et al. Information Fusion
- Deep Blind Hyperspectral Image Super-Resolution
- (2020) Lei Zhang et al. IEEE Transactions on Neural Networks and Learning Systems
- PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening
- (2020) Qingjie Liu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Pansharpening via Detail Injection Based Convolutional Neural Networks
- (2019) Lin He et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- 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
- Remote Sensing Image Fusion Based on Two-stream Fusion Network
- (2019) Xiangyu Liu et al. Information Fusion
- Deep learning in remote sensing applications: A meta-analysis and review
- (2019) Lei Ma et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND 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
- Robust Band-Dependent Spatial-Detail Approaches for Panchromatic Sharpening
- (2019) Gemine Vivone IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Spatial–Spectral Fusion by Combining Deep Learning and Variational Model
- (2019) Huanfeng Shen 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
- StfNet: A Two-Stream Convolutional Neural Network for Spatiotemporal Image Fusion
- (2019) Xun Liu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Spatio-Temporal Data Fusion for Satellite Images Using Hopfield Neural Network
- (2019) Fung et al. Remote Sensing
- Spatiotemporal Fusion of Satellite Images via Very Deep Convolutional Networks
- (2019) Yuhui Zheng et al. Remote Sensing
- Deep Self-Learning Network for Adaptive Pansharpening
- (2019) Jie Hu et al. Remote Sensing
- Fast Super-Resolution of 20 m Sentinel-2 Bands Using Convolutional Neural Networks
- (2019) Massimiliano Gargiulo et al. Remote Sensing
- Deep learning-based fusion of Landsat-8 and Sentinel-2 images for a harmonized surface reflectance product
- (2019) Zhenfeng Shao et al. REMOTE SENSING OF ENVIRONMENT
- An Enhanced Deep Convolutional Model for Spatiotemporal Image Fusion
- (2019) Zhenyu Tan et al. Remote Sensing
- S3: A Spectral-Spatial Structure Loss for Pan-Sharpening Networks
- (2019) Jae-Seok Choi et al. IEEE Geoscience and Remote Sensing Letters
- Hyperspectral Pansharpening With Deep Priors
- (2019) Weiying Xie et al. IEEE Transactions on Neural Networks and Learning Systems
- Deep Learning for Multiple-Image Super-Resolution
- (2019) Michal Kawulok et al. IEEE Geoscience and Remote Sensing Letters
- Deep Residual Learning for Boosting the Accuracy of Hyperspectral Pansharpening
- (2019) Yuxuan Zheng et al. IEEE Geoscience and Remote Sensing Letters
- Squeeze-and-Excitation Networks
- (2019) Jie Hu et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- A Dual–Branch Attention fusion deep network for multiresolution remote–Sensing image classification
- (2019) Hao Zhu et al. Information Fusion
- Residual Encoder–Decoder Conditional Generative Adversarial Network for Pansharpening
- (2019) Zhimin Shao 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
- 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
- Spatiotemporal Satellite Image Fusion Using Deep Convolutional Neural Networks
- (2018) Huihui Song et al. IEEE Journal of Selected Topics in Applied Earth Observations 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
- Deep learning for pixel-level image fusion: Recent advances and future prospects
- (2018) Yu Liu et al. Information Fusion
- Pan-sharpening via deep metric learning
- (2018) Yinghui Xing et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Deep Hyperspectral Image Sharpening
- (2018) Renwei Dian et al. IEEE Transactions on Neural Networks and Learning Systems
- Hyperspectral and Multispectral Image Fusion via Deep Two-Branches Convolutional Neural Network
- (2018) Jingxiang Yang 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
- Spatiotemporal Fusion of Multisource Remote Sensing Data: Literature Survey, Taxonomy, Principles, Applications, and Future Directions
- (2018) et al. Remote Sensing
- Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks
- (2018) Wei-Sheng Lai et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Panchromatic and multi-spectral image fusion for new satellites based on multi-channel deep model
- (2018) Guiqing He et al. MACHINE VISION AND APPLICATIONS
- Sentinel-2 Image Fusion Using a Deep Residual Network
- (2018) Frosti Palsson et al. Remote Sensing
- FusionCNN: a remote sensing image fusion algorithm based on deep convolutional neural networks
- (2018) Fajie Ye et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Variational Pansharpening for Hyperspectral Imagery Constrained by Spectral Shape and Gram–Schmidt Transformation
- (2018) Zehua Huang et al. SENSORS
- Review of the pansharpening methods for remote sensing images based on the idea of meta-analysis: Practical discussion and challenges
- (2018) Xiangchao Meng et al. Information Fusion
- Boosting the Accuracy of Multispectral Image Pansharpening by Learning a Deep Residual Network
- (2017) Yancong Wei 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
- Hyperspectral and LiDAR Data Fusion Using Extinction Profiles and Deep Convolutional Neural Network
- (2017) Pedram Ghamisi et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Context-Adaptive Pansharpening Based on Image Segmentation
- (2017) Rocco Restaino et al. IEEE TRANSACTIONS ON GEOSCIENCE 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
- A Bayesian Data Fusion Approach to Spatio-Temporal Fusion of Remotely Sensed Images
- (2017) Jie Xue 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
- Fast and Accurate Spatiotemporal Fusion Based Upon Extreme Learning Machine
- (2016) Xun Liu et al. IEEE Geoscience and Remote Sensing Letters
- An Integrated Framework for the Spatio–Temporal–Spectral Fusion of Remote Sensing Images
- (2016) Huanfeng Shen et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Hyperspectral Image Super-Resolution via Non-Negative Structured Sparse Representation
- (2016) Weisheng Dong et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Image Super-Resolution Using Deep Convolutional Networks
- (2016) Chao Dong et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- A review of remote sensing image fusion methods
- (2016) Hassan Ghassemian Information Fusion
- A flexible spatiotemporal method for fusing satellite images with different resolutions
- (2016) Xiaolin Zhu et al. REMOTE SENSING OF ENVIRONMENT
- Downscaling of MODIS One Kilometer Evapotranspiration Using Landsat-8 Data and Machine Learning Approaches
- (2016) Yinghai Ke et al. Remote Sensing
- Pansharpening by Convolutional Neural Networks
- (2016) Giuseppe Masi et al. Remote Sensing
- A Pansharpening Method Based on the Sparse Representation of Injected Details
- (2015) Maria Rosaria Vicinanza 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
- (2015) Yann LeCun et al. NATURE
- Generating Daily Synthetic Landsat Imagery by Combining Landsat and MODIS Data
- (2015) Mingquan Wu et al. SENSORS
- Remote Sensing Image Super-Resolution Reconstruction Based on Nonlocal Pairwise Dictionaries and Double Regularization
- (2014) Shuiping Gou et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Operational Data Fusion Framework for Building Frequent Landsat-Like Imagery
- (2014) Peijuan Wang et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A New Pansharpening Algorithm Based on Total Variation
- (2013) Frosti Palsson et al. IEEE Geoscience and Remote Sensing Letters
- An Improved Adaptive Intensity–Hue–Saturation Method for the Fusion of Remote Sensing Images
- (2013) Yee Leung et al. IEEE Geoscience and Remote Sensing Letters
- A spatial and temporal reflectance fusion model considering sensor observation differences
- (2013) Huanfeng Shen et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Multispectral and Panchromatic Data Fusion Assessment Without Reference
- (2013) Luciano Alparone et al. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
- An Adjustable Pan-Sharpening Approach for IKONOS/QuickBird/GeoEye-1/WorldView-2 Imagery
- (2012) Te-Ming Tu et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Spatiotemporal Satellite Image Fusion Through One-Pair Image Learning
- (2012) Huihui Song et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- An Adaptive IHS Pan-Sharpening Method
- (2010) Sheida Rahmani et al. IEEE Geoscience and Remote Sensing Letters
- A New Adaptive Component-Substitution-Based Satellite Image Fusion by Using Partial Replacement
- (2010) Jaewan Choi et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Generalized Assorted Pixel Camera: Postcapture Control of Resolution, Dynamic Range, and Spectrum
- (2010) Fumihito Yasuma et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Fusion of multispectral and panchromatic images based on support value transform and adaptive principal component analysis
- (2010) Shuyuan Yang et al. Information Fusion
- An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions
- (2010) Xiaolin Zhu et al. REMOTE SENSING OF ENVIRONMENT
- Fast and Efficient Panchromatic Sharpening
- (2009) Jonghwa Lee et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- An Efficient Pan-Sharpening Method via a Combined Adaptive PCA Approach and Contourlets
- (2008) Vijay P. Shah et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started