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
Self-Supervised Multisensor Change Detection Sudipan Saha Patrick Ebel Xiaoxiang Zhu SSL 29 80 0 12 Feb 2021
ABCNet: Attentive Bilateral Contextual Network for Efficient Semantic Segmentation of Fine-Resolution Remote Sensing Images Rui Li Chenxi Duan SSeg 19 152 0 04 Feb 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 39 342 0 22 Jan 2021
Self-supervised pre-training enhances change detection in Sentinel-2 imagery Marrit Leenstra Diego Marcos F. Bovolo D. Tuia SSL 82 42 0 20 Jan 2021
Semantic Segmentation of Remote Sensing Images with Sparse Annotations Yuansheng Hua Diego Marcos Lichao Mou Xiaoxiang Zhu D. Tuia 36 81 0 10 Jan 2021
A deep network approach to multitemporal cloud detection D. Tuia B. Kellenberger Adrián Pérez-Suay Gustau Camps-Valls 31 11 0 09 Dec 2020
Attention Aware Cost Volume Pyramid Based Multi-view Stereo Network for 3D Reconstruction Anzhu Yu Wenyue Guo Bing Liu Xin Chen Xin Wang Xuefeng Cao Bingchuan Jiang 3DV 26 64 0 25 Nov 2020
DML-GANR: Deep Metric Learning With Generative Adversarial Network Regularization for High Spatial Resolution Remote Sensing Image Retrieval Yun Cao Yuebin Wang Junhuan Peng Liqiang Zhang Linlin Xu Kai Yan Lihua Li GAN 18 21 0 07 Oct 2020
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 40 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 26 101 0 02 Oct 2020
A Comprehensive Survey of Machine Learning Applied to Radar Signal Processing Ping Lang Xiongjun Fu M. Martorella Jian Dong Rui Qin Xianpeng Meng M. Xie 26 39 0 29 Sep 2020
Deep Active Learning in Remote Sensing for data efficient Change Detection Vít Ruzicka Stefano Dáronco Jan Dirk Wegner Konrad Schindler 37 29 0 25 Aug 2020
Landslide Segmentation with U-Net: Evaluating Different Sampling Methods and Patch Sizes L. P. Soares H. C. Dias C. Grohmann 11 40 0 13 Jul 2020
OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing John E. Vargas-Muñoz Shivangi Srivastava D. Tuia A. X. Falcão 32 105 0 13 Jul 2020
Weakly Supervised Domain Adaptation for Built-up Region Segmentation in Aerial and Satellite Imagery Javed Iqbal Mohsen Ali 14 49 0 05 Jul 2020
On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID Yang Long Guisong Xia Shengyang Li Wen Yang M. Yang Xiaoxiang Zhu Liangpei Zhang Deren Li 18 21 0 22 Jun 2020
Patch Based Classification of Remote Sensing Data: A Comparison of 2D-CNN, SVM and NN Classifiers M. Pal Akshay Himanshu Rohilla B. Teja 11 3 0 21 Jun 2020
Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis Lazhar Khelifi M. Mignotte 31 259 0 10 Jun 2020
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review Ying Li Lingfei Ma Zilong Zhong Fei Liu Dongpu Cao Jonathan Li M. Chapman 3DPC 44 391 0 20 May 2020
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Gong Cheng Xingxing Xie Junwei Han Lei Guo Guisong Xia VLM 41 622 0 03 May 2020
Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF) Qingyu Li Yilei Shi Xin Huang Xiaoxiang Zhu 38 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 21 260 0 04 Feb 2020
InSAR Phase Denoising: A Review of Current Technologies and Future Directions Gang Xu Yandong Gao Jinwei Li M. Xing 18 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 19 118 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 22 188 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 24 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 17 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 22 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 27 206 0 23 Aug 2019
Multiscale Principle of Relevant Information for Hyperspectral Image Classification Yantao Wei Shujian Yu L. S. Giraldo José C. Príncipe 22 11 0 13 Jul 2019
Remote Sensor Design for Visual Recognition with Convolutional Neural Networks Lucas Jaffe M. Zelinski W. Sakla 19 14 0 24 Jun 2019
Tackling Climate Change with Machine Learning David Rolnick P. Donti L. Kaack K. Kochanski Alexandre Lacoste ... Demis Hassabis John C. Platt F. Creutzig J. Chayes Yoshua Bengio AI4Cl AI4CE 33 786 0 10 Jun 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 20 90 0 04 May 2019
PUNCH: Positive UNlabelled Classification based information retrieval in Hyperspectral images Anirban Santara Jayeeta Datta S. Sarkar Ankur Garg K. Padia Pabitra Mitra 19 1 0 09 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 24 1,282 0 01 Apr 2019
Cascaded Recurrent Neural Networks for Hyperspectral Image Classification Renlong Hang Qingshan Liu Danfeng Hong Pedram Ghamisi 16 630 0 28 Feb 2019
Reciprocal Translation between SAR and Optical Remote Sensing Images with Cascaded-Residual Adversarial Networks Shilei Fu F. Xu Yaqiu Jin 31 62 0 24 Jan 2019
Correcting rural building annotations in OpenStreetMap using convolutional neural networks John E. Vargas-Muñoz Sylvain Lobry A. X. Falcão D. Tuia 17 57 0 24 Jan 2019
Soil Texture Classification with 1D Convolutional Neural Networks based on Hyperspectral Data Felix M. Riese S. Keller 9 47 0 15 Jan 2019
A Survey on Artificial Intelligence Trends in Spacecraft Guidance Dynamics and Control Dario Izzo Marcus Märtens Binfeng Pan AI4CE 27 207 0 07 Dec 2018
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 24 431 0 26 Nov 2018
GeoSay: A Geometric Saliency for Extracting Buildings in Remote Sensing Images Gui-Song Xia Jin Huang Nan Xue S. Sakaino Xiaoxiang Zhu 6 18 0 07 Nov 2018
Unsupervised Deep Features for Remote Sensing Image Matching via Discriminator Network Fnu Mohbat Numan Khurshid M. Taj 26 15 0 15 Oct 2018
Deep learning based cloud detection for medium and high resolution remote sensing images of different sensors Zhiwei Li Huanfeng Shen Qing Cheng Yuhao Liu S. You Zongyi He 30 227 0 13 Oct 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 74 2,422 0 06 Sep 2018
R $^3$ -Net: A Deep Network for Multi-oriented Vehicle Detection in Aerial Images and Videos Qingpeng Li Lichao Mou Qizhi Xu Yun Zhang Xiaoxiang Zhu ObjD 31 84 0 16 Aug 2018
Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification Yuansheng Hua Lichao Mou Xiaoxiang Zhu 27 146 0 30 Jul 2018
Recent Advances in Deep Learning: An Overview Matiur Rahman Minar Jibon Naher VLM 24 116 0 21 Jul 2018
Dialectical GAN for SAR Image Translation: From Sentinel-1 to TerraSAR-X Dongyang Ao C. Dumitru G. Schwarz Mihai Datcu GAN 17 42 0 20 Jul 2018