Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review

3 May 2022

Bing Zhang

Jocelyn Chanussot

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Papers citing "Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review"

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Title
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images Yuze Wang Rong Xiao Haifeng Li Mariana Belgiu Chao Tao 99 0 0 08 Jan 2025
CarbonSense: A Multimodal Dataset and Baseline for Carbon Flux Modelling Matthew Fortier Mats L. Richter O. Sonnentag Chris Pal AI4CE 78 1 0 07 Jun 2024
PanFormer: a Transformer Based Model for Pan-sharpening Huanyu Zhou Qingjie Liu Yunhong Wang ViT 49 45 0 06 Mar 2022
HyperTransformer: A Textural and Spectral Feature Fusion Transformer for Pansharpening W. G. C. Bandara Vishal M. Patel ViT 64 96 0 04 Mar 2022
A Triple-Double Convolutional Neural Network for Panchromatic Sharpening Tian-Jiang Zhang Liang-Jian Deng Tingzhu Huang Jocelyn Chanussot Gemine Vivone MDE 35 64 0 04 Dec 2021
Deep Learning for UAV-based Object Detection and Tracking: A Survey Chao Xu Wei Li Danfeng Hong R. Tao Yong Liu 98 193 0 25 Oct 2021
Model Inspired Autoencoder for Unsupervised Hyperspectral Image Super-Resolution Jianjun Liu Zebin Wu Liang Xiao Xiaojun Wu SupR 49 77 0 22 Oct 2021
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution Jin-Fan Hu Tingzhu Huang Liang-Jian Deng SupR 79 120 0 05 Sep 2021
Hyperspectral Pansharpening Based on Improved Deep Image Prior and Residual Reconstruction W. G. C. Bandara Jeya Maria Jose Valanarasu Vishal M. Patel 48 56 0 06 Jul 2021
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model Danfeng Hong Jingliang Hu Jing Yao Jocelyn Chanussot Xiaoxiang Zhu 49 218 0 21 May 2021
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification Danfeng Hong Lianru Gao Naoto Yokoya Jing Yao Jocelyn Chanussot Q. Du Bing Zhang 73 967 0 12 Aug 2020
Recent Advances and New Guidelines on Hyperspectral and Multispectral Image Fusion Renwei Dian Shutao Li Bin Sun Anjing Guo 68 172 0 08 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification Danfeng Hong Lianru Gao Jing Yao Bing Zhang Antonio J. Plaza Jocelyn Chanussot 69 1,116 0 06 Aug 2020
Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution Ke-xin Zheng Lianru Gao Wenzhi Liao Danfeng Hong Bing Zhang X. Cui Jocelyn Chanussot 35 149 0 28 Jul 2020
Guided Deep Decoder: Unsupervised Image Pair Fusion Tatsumi Uezato Danfeng Hong Naoto Yokoya Wei He MDE 76 84 0 23 Jul 2020
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution Jing Yao Danfeng Hong Jocelyn Chanussot Deyu Meng Xiaoxiang Zhu Zongben Xu 51 123 0 10 Jul 2020
Rethinking CNN-Based Pansharpening: Guided Colorization of Panchromatic Images via GANs Furkan Ozcelik U. Alganci Elif Sertel Gozde Unal 32 69 0 30 Jun 2020
Hyperspectral Image Super-resolution via Deep Progressive Zero-centric Residual Learning Zhiyu Zhu Junhui Hou Jie Chen Huanqiang Zeng Jiantao Zhou SupR 49 72 0 18 Jun 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Behnood Rasti Danfeng Hong Renlong Hang Pedram Ghamisi Xudong Kang Jocelyn Chanussot J. Benediktsson 112 408 0 05 Mar 2020
Classification of Hyperspectral and LiDAR Data Using Coupled CNNs Renlong Hang Zhu Li Pedram Ghamisi Danfeng Hong Guiyu Xia Qingshan Liu 70 268 0 04 Feb 2020
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution Shivangi Srivastava John E. Vargas-Muñoz D. Tuia 88 138 0 05 May 2019
Unsupervised and Unregistered Hyperspectral Image Super-Resolution with Mutual Dirichlet-Net Ying Qu Hairong Qi C. Kwan Naoto Yokoya Jocelyn Chanussot 92 72 0 27 Apr 2019
Multispectral and Hyperspectral Image Fusion by MS/HS Fusion Net Qi Xie Minghao Zhou Qian Zhao Deyu Meng W. Zuo Zongben Xu 71 218 0 10 Jan 2019
Multisource and Multitemporal Data Fusion in Remote Sensing Pedram Ghamisi Behnood Rasti Naoto Yokoya Qunming Wang Bernhard Hofle ... M. Chi K. Anders R. Gloaguen P. M. Atkinson J. Benediktsson 36 146 0 19 Dec 2018
Spatial-Spectral Fusion by Combining Deep Learning and Variation Model Huanfeng Shen Menghui Jiang Jie Li Qiangqiang Yuan Yanchong Wei Liangpei Zhang 61 65 0 04 Sep 2018
Unsupervised Sparse Dirichlet-Net for Hyperspectral Image Super-Resolution Ying Qu Hairong Qi C. Kwan SupR 60 206 0 13 Apr 2018
A Multi-Scale and Multi-Depth Convolutional Neural Network for Remote Sensing Imagery Pan-Sharpening Qiangqiang Yuan Yancong Wei Xiangchao Meng Huanfeng Shen Liangpei Zhang 70 473 0 28 Dec 2017
Remote Sensing Image Fusion Based on Two-stream Fusion Network Xiangyu Liu Qingjie Liu Yunhong Wang 83 309 0 07 Nov 2017
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 85 1,616 0 11 Oct 2017
Target-adaptive CNN-based pansharpening Giuseppe Scarpa S. Vitale D. Cozzolino 53 319 0 18 Sep 2017
Multispectral and Hyperspectral Image Fusion Using a 3-D-Convolutional Neural Network Frosti Palsson J. Sveinsson M. Ulfarsson 36 274 0 16 Jun 2017
Towards seamless multi-view scene analysis from satellite to street-level Sébastien Lefèvre D. Tuia Jan Dirk Wegner T. Produit Ahmed Samy Nassaar 81 67 0 23 May 2017
Boosting the accuracy of multi-spectral image pan-sharpening by learning a deep residual network Yancong Wei Qiangqiang Yuan Huanfeng Shen Liangpei Zhang 97 377 0 22 May 2017
Hyperspectral pansharpening: a review Laetitia Loncan L. Almeida J. Bioucas-Dias X. Briottet Jocelyn Chanussot ... J. Tourneret M. Veganzones Gemine Vivone Qi Wei Naoto Yokoya 71 706 0 17 Apr 2015
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 250 16,405 0 30 Apr 2014