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
The Moon's Many Faces: A Single Unified Transformer for Multimodal Lunar Reconstruction Tom Sander Moritz Tenthoff Kay Wohlfarth Christian Wöhler 19 0 0 08 May 2025
Rainy: Unlocking Satellite Calibration for Deep Learning in Precipitation Zhenyu Yu Hanqing Chen Mohd Yamani Idna Idris Pei Wang 24 0 0 15 Apr 2025
TerraMind: Large-Scale Generative Multimodality for Earth Observation Johannes Jakubik Felix Yang Benedikt Blumenstiel Erik Scheurer Rocco Sedona ... P. Fraccaro Thomas Brunschwiler Gabriele Cavallaro Juan Bernabé-Moreno Nicolas Longepe MLLM VLM 57 2 0 15 Apr 2025
A comprehensive review of remote sensing in wetland classification and mapping Shuai Yuan Xiangan Liang Tianwu Lin Shuang Chen Rui Liu Jie Wang H. M. Zhang Peng Gong 24 0 0 15 Apr 2025
COP-GEN-Beta: Unified Generative Modelling of COPernicus Imagery Thumbnails Miguel Espinosa V. Marsocci Yuru Jia Elliot J. Crowley Mikolaj Czerkawski DiffM 47 0 0 11 Apr 2025
A Decade of Deep Learning for Remote Sensing Spatiotemporal Fusion: Advances, Challenges, and Opportunities Enzhe Sun Yongchuan Cui Peng Liu Jining Yan 34 1 0 01 Apr 2025
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding Keyan Chen Chenyang Liu Bowen Chen Wenyuan Li Zhengxia Zou Zhenwei Shi 39 2 0 20 Mar 2025
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 31 0 0 08 Jan 2025
ASANet: Asymmetric Semantic Aligning Network for RGB and SAR image land cover classification Pan Zhang Baochai Peng Chaoran Lu Quanjin Huang 71 1 0 03 Dec 2024
Conditional Controllable Image Fusion Bing Cao Xingxin Xu Pengfei Zhu Qilong Wang Q. Hu 29 2 0 03 Nov 2024
MANet: Fine-Tuning Segment Anything Model for Multimodal Remote Sensing Semantic Segmentation Xianping Ma Xiaokang Zhang Man-On Pun Bo Huang 18 3 0 15 Oct 2024
SpecSAR-Former: A Lightweight Transformer-based Network for Global LULC Mapping Using Integrated Sentinel-1 and Sentinel-2 Hao Yu Gen Li Haoyu Liu Songyan Zhu Wenquan Dong Changjian Li 18 0 0 04 Oct 2024
Unsupervised Hyperspectral and Multispectral Image Blind Fusion Based on Deep Tucker Decomposition Network with Spatial-Spectral Manifold Learning He Wang Yang Xu Zebin Wu Zhihui Wei 16 2 0 15 Sep 2024
Interactive Masked Image Modeling for Multimodal Object Detection in Remote Sensing Minh-Duc Vu Zuheng Ming Fangchen Feng Bissmella Bahaduri A. Mokraoui ObjD 16 0 0 13 Sep 2024
Causal machine learning for sustainable agroecosystems Vasileios Sitokonstantinou Emiliano Díaz Salas Porras Jordi Cerda Bautista M. Piles Ioannis Athanasiadis ... Giulia Martini Lily-belle Sweet Ilias Tsoumas Jakob Zscheischler Gustau Camps-Valls 19 0 0 23 Aug 2024
Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment Shenghong Dai Shiqi Jiang Yifan Yang Ting Cao Mo Li Suman Banerjee Lili Qiu 47 2 0 25 Jul 2024
Data-driven Modeling in Metrology -- A Short Introduction, Current Developments and Future Perspectives Linda-Sophie Schneider Patrick Krauss N. Schiering Christopher Syben Richard Schielein Andreas Maier AI4CE 20 1 0 24 Jun 2024
Gentle-CLIP: Exploring Aligned Semantic In Low-Quality Multimodal Data With Soft Alignment Zijia Song Z. Zang Yelin Wang Guozheng Yang Jiangbin Zheng Kaicheng Yu Wanyu Chen Stan Z. Li 28 0 0 09 Jun 2024
CarbonSense: A Multimodal Dataset and Baseline for Carbon Flux Modelling Matthew Fortier Mats L. Richter O. Sonnentag Chris Pal AI4CE 16 0 0 07 Jun 2024
Multimodal Deep Learning for Low-Resource Settings: A Vector Embedding Alignment Approach for Healthcare Applications David Restrepo Chenwei Wu Sebastián Andrés Cajas Luis Filipe Nakayama L. A. Celi Diego M. Lopez 24 3 0 02 Jun 2024
Cross-sensor self-supervised training and alignment for remote sensing V. Marsocci Nicolas Audebert 23 1 0 16 May 2024
LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing Tong Wang Guanzhou Chen Xiaodong Zhang Chenxi Liu Xiaoliang Tan Jiaqi Wang Chanjuan He Wenlin Zhou 16 0 0 21 Apr 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 23 23 0 12 Apr 2024
Fusing Climate Data Products using a Spatially Varying Autoencoder Jacob A. Johnson Matthew J. Heaton William F. Christensen Lynsie R. Warr S. Rupper AI4CE 11 0 0 12 Mar 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment Angelos Zavras Dimitrios Michail Begum Demir Ioannis Papoutsis VLM 15 11 0 15 Feb 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 21 35 0 02 Feb 2024
Adaptive Fusion of Multi-view Remote Sensing data for Optimal Sub-field Crop Yield Prediction Francisco Mena Deepak Pathak Hiba Najjar Cristhian Sanchez P. Helber ... Marlon Nuske Marcela Charfuelan Diego Arenas Michaela Vollmer A. Dengel 16 8 0 22 Jan 2024
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 29 10 0 08 Dec 2023
QIENet: Quantitative irradiance estimation network using recurrent neural network based on satellite remote sensing data Longfeng Nie Yuntian Chen Dong-juan Zhang Xinyue Liu Wentian Yuan 16 3 0 01 Dec 2023
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-Resolution Shi Chen Lefei Zhang Liangpei Zhang 20 11 0 29 Nov 2023
A Spectral Diffusion Prior for Hyperspectral Image Super-Resolution Jianjun Liu Zebin Wu Liang Xiao 18 7 0 15 Nov 2023
A Benchmarking Protocol for SAR Colorization: From Regression to Deep Learning Approaches Kangqing Shen G. Vivone Xiaoyuan Yang Simone Lolli Michael Schmitt 25 7 0 12 Oct 2023
ADASR: An Adversarial Auto-Augmentation Framework for Hyperspectral and Multispectral Data Fusion Jinghui Qin Lihuang Fang Ruitao Lu Liang Lin Yukai Shi 20 1 0 11 Oct 2023
Generate Your Own Scotland: Satellite Image Generation Conditioned on Maps Miguel Espinosa Elliot J. Crowley 15 16 0 31 Aug 2023
Multimodal Object Detection in Remote Sensing Abdelbadie Belmouhcine Jean-Christophe Burnel L. Courtrai M. Pham Sébastien Lefèvre ObjD 15 3 0 13 Jul 2023
Scalable and Robust Tensor Ring Decomposition for Large-scale Data Yicong He George K. Atia 11 1 0 15 May 2023
The Potential of Visual ChatGPT For Remote Sensing L. Osco Eduardo Lopes de Lemos W. Gonçalves A. P. Ramos J. M. Junior 20 29 0 25 Apr 2023
Explaining Multimodal Data Fusion: Occlusion Analysis for Wilderness Mapping Burak Ekim Michael Schmitt 8 3 0 05 Apr 2023
Multimodal Hyperspectral Image Classification via Interconnected Fusion Lu Huo Jiahao Xia Leijie Zhang Haimin Zhang Min Xu 12 2 0 02 Apr 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 16 11 0 28 Mar 2023
Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications Francisco Mena Diego Arenas Marlon Nuske Andreas Dengel 13 2 0 20 Dec 2022
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions Paul Pu Liang Amir Zadeh Louis-Philippe Morency 13 59 0 07 Sep 2022
Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A Comprehensive Review Minghua Wang Danfeng Hong Zhu Han Jiaxin Li Jing Yao Lianru Gao Bing Zhang Jocelyn Chanussot 19 59 0 13 May 2022
Guided Deep Decoder: Unsupervised Image Pair Fusion Tatsumi Uezato Danfeng Hong Naoto Yokoya Wei He MDE 17 81 0 23 Jul 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 47 395 0 05 Mar 2020