Deep learning in remote sensing: a review

11 October 2017

Friedrich Fraundorfer

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Papers citing "Deep learning in remote sensing: a review"

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Title
Feature-Augmented Deep Networks for Multiscale Building Segmentation in High-Resolution UAV and Satellite Imagery Chintan B. Maniyar Minakshi Kumar Gengchen Mai 49 0 0 08 May 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 30 0 0 04 Apr 2025
Prompt-Based Segmentation at Multiple Resolutions and Lighting Conditions using Segment Anything Model 2 Osher Rafaeli T. Svoray Roni Blushtein-Livnon Ariel Nahlieli VLM 40 10 0 13 Aug 2024
A Benchmarking Protocol for SAR Colorization: From Regression to Deep Learning Approaches Kangqing Shen G. Vivone Xiaoyuan Yang Simone Lolli Michael Schmitt 33 7 0 12 Oct 2023
SSG2: A new modelling paradigm for semantic segmentation F. Diakogiannis S. Furby P. Caccetta Xiaoliang Wu Rodrigo Ibata O. Hlinka John Taylor VLM 25 0 0 12 Oct 2023
Automating global landslide detection with heterogeneous ensemble deep-learning classification Alexandra Jarna Ganerød Gabriele Franch Erin Lindsay Martina Calovi 13 3 0 12 Sep 2023
Building Footprint Extraction with Graph Convolutional Network Yilei Shi Qingyu Li Xiaoxiang Zhu 4 6 0 08 May 2023
Handling Image and Label Resolution Mismatch in Remote Sensing Scott Workman Armin Hadzic M. U. Rafique 30 5 0 28 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 19 56 0 15 Nov 2022
GeoAI at ACM SIGSPATIAL: The New Frontier of Geospatial Artificial Intelligence Research D. Lunga Yingjie Hu Shawn D. Newsam Song Gao B. Martins Hsiuhan Lexie Yang XueQing Deng AI4CE 19 3 0 20 Oct 2022
Entropy Approximation by Machine Learning Regression: Application for Irregularity Evaluation of Images in Remote Sensing Andrei Velichko M. Belyaev Matthias P. Wagner Alireza Taravat 19 8 0 13 Oct 2022
Bayesian Neural Networks for Geothermal Resource Assessment: Prediction with Uncertainty Stephen R. Brown W. Rodi Marco Seracini Chengxi Gu Michael Fehler J. Faulds Connor M. Smith S. Treitel 11 0 0 30 Sep 2022
Towards Daily High-resolution Inundation Observations using Deep Learning and EO A. Dasgupta Lasse Hybbeneth B. Waske AI4CE 23 2 0 10 Aug 2022
A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental Science Lander Ver Hoef Henry Adams E. King I. Ebert‐Uphoff 27 17 0 21 Jul 2022
Inferring 3D change detection from bitemporal optical images V. Marsocci V. Coletta R. Ravanelli Simone Scardapane M. Crespi 3DPC 17 19 0 31 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 15 38 0 27 May 2022
Semi-Supervised Building Footprint Generation with Feature and Output Consistency Training Qingyu Li Yilei Shi Xiao Xiang Zhu 11 24 0 17 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 16 32 0 04 May 2022
Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review Jiaxin Li Danfeng Hong Lianru Gao Jing Yao Ke-xin Zheng Bing Zhang Jocelyn Chanussot 18 357 0 03 May 2022
Recognition of polar lows in Sentinel-1 SAR images with deep learning J. Grahn F. Bianchi 20 3 0 30 Mar 2022
Dual-Tasks Siamese Transformer Framework for Building Damage Assessment Hongruixuan Chen Edoardo Nemni S. Vallecorsa Xi Li Chen Wu Lars Bromley ViT 31 40 0 26 Jan 2022
Accelerate Model Parallel Training by Using Efficient Graph Traversal Order in Device Placement Tianze Wang A. H. Payberah D. Hagos Vladimir Vlassov GNN 12 0 0 21 Jan 2022
SyntEO: Synthetic Data Set Generation for Earth Observation and Deep Learning -- Demonstrated for Offshore Wind Farm Detection Thorsten Hoeser C. Kuenzer 30 19 0 06 Dec 2021
Building extraction with vision transformer Libo Wang Shenghui Fang Rui Li Xiaoliang Meng ViT 20 158 0 29 Nov 2021
Seeing biodiversity: perspectives in machine learning for wildlife conservation D. Tuia B. Kellenberger Sara Beery Blair R. Costelloe Silvia Zuffi ... I. Couzin Grant Van Horn M. Crofoot Chuck Stewart T. Berger-Wolf 28 390 0 25 Oct 2021
A Survey of Uncertainty in Deep Neural Networks J. Gawlikowski Cedrique Rovile Njieutcheu Tassi Mohsin Ali Jongseo Lee Matthias Humt ... R. Roscher Muhammad Shahzad Wen Yang R. Bamler Xiaoxiang Zhu BDL UQCV OOD 30 1,108 0 07 Jul 2021
Spatiotemporal Fusion in Remote Sensing Hessah Albanwan R. Qin 11 3 0 06 Jul 2021
Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks Yuansheng Hua Lichao Mou Jianzhe Lin Konrad Heidler Xiaoxiang Zhu 31 19 0 22 Apr 2021
Towards a Collective Agenda on AI for Earth Science Data Analysis D. Tuia R. Roscher Jan Dirk Wegner Nathan Jacobs Xiaoxiang Zhu Gustau Camps-Valls AI4CE 37 68 0 11 Apr 2021
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline Konrad Heidler Lichao Mou C. Baumhoer A. Dietz Xiaoxiang Zhu 31 111 0 02 Mar 2021
A Comprehensive Review of Deep Learning-based Single Image Super-resolution S. M. A. Bashir Yi Wang Mahrukh Khan Yilong Niu SupR AI4Cl 27 112 0 18 Feb 2021
Self-Supervised Multisensor Change Detection Sudipan Saha Patrick Ebel Xiaoxiang Zhu SSL 8 79 0 12 Feb 2021
Self-supervised pre-training enhances change detection in Sentinel-2 imagery Marrit Leenstra Diego Marcos F. Bovolo D. Tuia SSL 72 42 0 20 Jan 2021
Semantic Segmentation of Remote Sensing Images with Sparse Annotations Yuansheng Hua Diego Marcos Lichao Mou Xiaoxiang Zhu D. Tuia 28 81 0 10 Jan 2021
Bounding Boxes Are All We Need: Street View Image Classification via Context Encoding of Detected Buildings Kun Zhao Yongkun Liu Siyuan Hao Shaoxing Lu Hongbin Liu Lijian Zhou 22 20 0 03 Oct 2020
Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled Samples Chao Tao Ji Qi Weipeng Lu Hao Wang Haifeng Li SSL 13 100 0 02 Oct 2020
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing John E. Vargas-Muñoz Shivangi Srivastava D. Tuia A. X. Falcão 19 104 0 13 Jul 2020
Patch Based Classification of Remote Sensing Data: A Comparison of 2D-CNN, SVM and NN Classifiers M. Pal Akshay Himanshu Rohilla B. Teja 6 3 0 21 Jun 2020
Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis Lazhar Khelifi M. Mignotte 18 258 0 10 Jun 2020
Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF) Qingyu Li Yilei Shi Xin Huang Xiaoxiang Zhu 25 65 0 11 Feb 2020
Classification of Hyperspectral and LiDAR Data Using Coupled CNNs Renlong Hang Zhu Li Pedram Ghamisi Danfeng Hong Guiyu Xia Qingshan Liu 9 258 0 04 Feb 2020
InSAR Phase Denoising: A Review of Current Technologies and Future Directions Gang Xu Yandong Gao Jinwei Li M. Xing 11 16 0 03 Jan 2020
Unsupervised Change Detection in Multi-temporal VHR Images Based on Deep Kernel PCA Convolutional Mapping Network Chen Wu Hongruixuan Chen Bo Do Liangpei Zhang 11 118 0 18 Dec 2019
MAP-Net: Multi Attending Path Neural Network for Building Footprint Extraction from Remote Sensed Imagery Qing Zhu Cheng Liao Han Hu X. Mei Haifeng Li 15 186 0 26 Oct 2019
Snow avalanche segmentation in SAR images with Fully Convolutional Neural Networks F. Bianchi J. Grahn M. Eckerstorfer E. Malnes H. Vickers 11 46 0 11 Oct 2019
Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network Yi Cao Yan Wu Peng Zhang Wenkai Liang Ming Li 10 51 0 29 Sep 2019
Geomorphological Analysis Using Unpiloted Aircraft Systems, Structure from Motion, and Deep Learning Zhiang Chen Tyler Scott Sarah Bearman Harish Anand D. Keating C. Scott J. Arrowsmith Jnaneshwar Das 8 15 0 27 Sep 2019
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation Yuxing Xie Jiaojiao Tian Xiaoxiang Zhu 3DPC 19 206 0 23 Aug 2019
Understanding urban landuse from the above and ground perspectives: a deep learning, multimodal solution Shivangi Srivastava John E. Vargas-Muñoz D. Tuia 17 137 0 05 May 2019
Leveraging Crowdsourced GPS Data for Road Extraction from Aerial Imagery Tao Sun Zonglin Di Pengyu Che Chun Liu Yin Wang 8 90 0 04 May 2019