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 51 0 0 08 May 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 40 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 58 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 38 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 40 0 0 12 Oct 2023
Remote Sensing Object Detection Meets Deep Learning: A Meta-review of Challenges and Advances Xiangrong Zhang Tianyang Zhang Guanchun Wang Peng Zhu Xu Tang Xiuping Jia Licheng Jiao ObjD 49 46 0 13 Sep 2023
Automating global landslide detection with heterogeneous ensemble deep-learning classification Alexandra Jarna Ganerød Gabriele Franch Erin Lindsay Martina Calovi 28 3 0 12 Sep 2023
GAMUS: A Geometry-aware Multi-modal Semantic Segmentation Benchmark for Remote Sensing Data Zhitong Xiong Sining Chen Yi Wang Lichao Mou Xiao Xiang Zhu 32 4 0 24 May 2023
Building Footprint Extraction with Graph Convolutional Network Yilei Shi Qingyu Li Xiaoxiang Zhu 16 6 0 08 May 2023
AI Security for Geoscience and Remote Sensing: Challenges and Future Trends Yonghao Xu Tao Bai Weikang Yu Shizhen Chang P. M. Atkinson Pedram Ghamisi AAML 38 47 0 19 Dec 2022
Handling Image and Label Resolution Mismatch in Remote Sensing Scott Workman Armin Hadzic M. U. Rafique 38 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 24 56 0 15 Nov 2022
Bayesian Layer Graph Convolutioanl Network for Hyperspetral Image Classification Mingyang Zhang Ziqi Di Maoguo Gong Yue Wu Hao Li Xiangming Jiang BDL UQCV 35 0 0 14 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 23 3 0 20 Oct 2022
Towards Transformer-based Homogenization of Satellite Imagery for Landsat-8 and Sentinel-2 V. Sambandham Konstantin Kirchheim S. Mukhopadhaya F. Ortmeier ViT 37 0 0 14 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 29 8 0 13 Oct 2022
Unsupervised Multimodal Change Detection Based on Structural Relationship Graph Representation Learning Hongruixuan Chen Naoto Yokoya Chen Wu Bo Du 62 51 0 03 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 23 0 0 30 Sep 2022
Transformers in Remote Sensing: A Survey Abdulaziz Amer Aleissaee Amandeep Kumar Rao Muhammad Anwer Salman Khan Hisham Cholakkal Guisong Xia Fahad Shahbaz Khan ViT 57 176 0 02 Sep 2022
Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery Xin-Yi Tong Guisong Xia Xiaoxiang Zhu AI4TS 42 64 0 01 Sep 2022
Towards Daily High-resolution Inundation Observations using Deep Learning and EO A. Dasgupta Lasse Hybbeneth B. Waske AI4CE 30 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 42 17 0 21 Jul 2022
Land Classification in Satellite Images by Injecting Traditional Features to CNN Models Mehmet Çağrı Aksoy B. Sirmaçek Cem Ünsalan 11 3 0 21 Jul 2022
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification I. Dimitrovski Ivan Kitanovski D. Kocev Nikola Simidjievski VLM 32 76 0 14 Jul 2022
Inferring 3D change detection from bitemporal optical images V. Marsocci V. Coletta R. Ravanelli Simone Scardapane M. Crespi 3DPC 33 19 0 31 May 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 31 38 0 27 May 2022
Semi-Supervised Building Footprint Generation with Feature and Output Consistency Training Qingyu Li Yilei Shi Xiao Xiang Zhu 18 24 0 17 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 30 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 23 357 0 03 May 2022
Recognition of polar lows in Sentinel-1 SAR images with deep learning J. Grahn F. Bianchi 35 3 0 30 Mar 2022
Enhancing Local Feature Learning for 3D Point Cloud Processing using Unary-Pairwise Attention H. Xiu Xin Liu Weimin Wang Kyoung-Sook Kim T. Shinohara Qiong Chang M. Matsuoka 3DPC 32 5 0 01 Mar 2022
Dual-Tasks Siamese Transformer Framework for Building Damage Assessment Hongruixuan Chen Edoardo Nemni S. Vallecorsa Xi Li Chen Wu Lars Bromley ViT 33 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 28 0 0 21 Jan 2022
Deep Learning for Spatiotemporal Modeling of Urbanization Tang Li Jing Gao Xi Peng HAI 23 7 0 17 Dec 2021
SyntEO: Synthetic Data Set Generation for Earth Observation and Deep Learning -- Demonstrated for Offshore Wind Farm Detection Thorsten Hoeser C. Kuenzer 37 19 0 06 Dec 2021
Building extraction with vision transformer Libo Wang Shenghui Fang Rui Li Xiaoliang Meng ViT 35 158 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 33 392 0 25 Oct 2021
Appearance Based Deep Domain Adaptation for the Classification of Aerial Images D. Wittich Franz Rottensteiner 30 46 0 17 Aug 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 61 1,111 0 07 Jul 2021
Spatiotemporal Fusion in Remote Sensing Hessah Albanwan R. Qin 23 3 0 06 Jul 2021
Multi-task fully convolutional network for tree species mapping in dense forests using small training hyperspectral data L. E. L. Rosa Camile Sothe R. Feitosa C. Almeida M. B. Schimalski Dario Augusto Borges Oliveira 14 42 0 01 Jun 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 27 209 0 21 May 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 41 19 0 22 Apr 2021
A hierarchical deep learning framework for the consistent classification of land use objects in geospatial databases Chun Yang Franz Rottensteiner Christian Heipke 33 20 0 14 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 39 68 0 11 Apr 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels Pablo Gómez Gabriele Meoni 45 34 0 18 Mar 2021
Sensing population distribution from satellite imagery via deep learning: model selection, neighboring effect, and systematic biases Xiao Huang Di Zhu Fan Zhang Tao Liu Xiao Li Lei Zou 24 23 0 03 Mar 2021
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline Konrad Heidler Lichao Mou C. Baumhoer A. Dietz Xiaoxiang Zhu 36 111 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 40 112 0 18 Feb 2021
Self-Supervised Multisensor Change Detection Sudipan Saha Patrick Ebel Xiaoxiang Zhu SSL 29 80 0 12 Feb 2021