Remote Sensing Image Scene Classification: Benchmark and State of the Art

1 March 2017

Junwei Han

Papers citing "Remote Sensing Image Scene Classification: Benchmark and State of the Art"

50 / 541 papers shown

Title
MultiScene: A Large-scale Dataset and Benchmark for Multi-scene Recognition in Single Aerial Images Yuansheng Hua Lichao Mou P. Jin Xiaoxiang Zhu 84 13 0 07 Apr 2021
Remote Sensing Image Classification with the SEN12MS Dataset M. Schmitt Yulin Wu 59 27 0 01 Apr 2021
Embedded Self-Distillation in Compact Multi-Branch Ensemble Network for Remote Sensing Scene Classification Qi Zhao Yujing Ma Shuchang Lyu Lijiang Chen UQCV 61 23 0 01 Apr 2021
Physical model simulator-trained neural network for computational 3D phase imaging of multiple-scattering samples Alex Matlock Lei Tian MedIm 17 13 0 29 Mar 2021
A Hierarchical Approach to Remote Sensing Scene Classification Ozlem Sen H. Keles 36 8 0 29 Mar 2021
A Broad Study on the Transferability of Visual Representations with Contrastive Learning Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 153 115 0 24 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining Colorado Reed Xiangyu Yue Aniruddha Nrusimha Sayna Ebrahimi Vivek Vijaykumar ... Shanghang Zhang Devin Guillory Sean L. Metzger Kurt Keutzer Trevor Darrell 121 108 0 23 Mar 2021
A new public Alsat-2B dataset for single-image super-resolution Achraf Djerida K. Djerriri M. S. Karoui Mohammed El Amin Larabi SupR 58 7 0 21 Mar 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels Pablo Gómez Gabriele Meoni 104 36 0 18 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,032 0 26 Feb 2021
Unifying Remote Sensing Image Retrieval and Classification with Robust Fine-tuning Dimitri Gominski V. Gouet-Brunet Liming Chen 40 2 0 26 Feb 2021
A linearized framework and a new benchmark for model selection for fine-tuning Aditya Deshpande Alessandro Achille Avinash Ravichandran Hao Li Luca Zancato Charless C. Fowlkes Rahul Bhotika Stefano Soatto Pietro Perona ALM 182 49 0 29 Jan 2021
Deep Learning for Scene Classification: A Survey Delu Zeng Minyu Liao M. Tavakolian Yulan Guo Bolei Zhou D. Hu M. Pietikäinen Li Liu VLM 121 27 0 26 Jan 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 99 362 0 22 Jan 2021
Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects Muhammad Ahmad Sidrah Shabbir Swalpa Kumar Roy Danfeng Hong Xin Wu Jing Yao A. Khan Manuel Mazzara Salvatore Distefano Jocelyn Chanussot 167 260 0 15 Jan 2021
MGML: Multi-Granularity Multi-Level Feature Ensemble Network for Remote Sensing Scene Classification Qi Zhao Shuchang Lyu Yuewen Li Yujing Ma Lijiang Chen 80 34 0 29 Dec 2020
PAIRS AutoGeo: an Automated Machine Learning Framework for Massive Geospatial Data Wang Zhou L. Klein Siyuan Lu 26 7 0 12 Dec 2020
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives Giulia Fracastoro E. Magli Giovanni Poggi Giuseppe Scarpa D. Valsesia L. Verdoliva 59 66 0 10 Dec 2020
Content-Adaptive Pixel Discretization to Improve Model Robustness Ryan Feng Wu-chi Feng Atul Prakash AAML 37 0 0 03 Dec 2020
Invariant Deep Compressible Covariance Pooling for Aerial Scene Categorization Shidong Wang Yi Ren G. Parr Yu Guan Ling Shao 46 19 0 11 Nov 2020
Rotation Invariant Aerial Image Retrieval with Group Convolutional Metric Learning Hyunseung Chung Woo-Jeoung Nam Seong-Whan Lee 45 3 0 19 Oct 2020
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery Esther Rolf J. Proctor T. Carleton I. Bolliger Vaishaal Shankar Miyabi Ishihara Benjamin Recht S. Hsiang 164 127 0 16 Oct 2020
Deep Ensembles for Low-Data Transfer Learning Basil Mustafa C. Riquelme J. Puigcerver andAndré Susano Pinto Daniel Keysers N. Houlsby FedML OOD 56 24 0 14 Oct 2020
Satellite Image Classification with Deep Learning M. D. Pritt Gary Chern 56 136 0 13 Oct 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 79 22 0 07 Oct 2020
Collaboratively boosting data-driven deep learning and knowledge-guided ontological reasoning for semantic segmentation of remote sensing imagery Yansheng Li Ouyang Song Yongjun Zhang 16 4 0 06 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 88 104 0 02 Oct 2020
High Quality Remote Sensing Image Super-Resolution Using Deep Memory Connected Network Wenjia Xu Guangluan Xu Yang Wang Xian Sun Daoyu Lin Yirong Wu SupR 31 39 0 01 Oct 2020
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding Xiaoman Qi P. Zhu Yuebin Wang Liqiang Zhang Junhuan Peng Mengfan Wu Jialong Chen Xudong Zhao Ning Zang P. Mathiopoulos 119 118 0 01 Oct 2020
Training general representations for remote sensing using in-domain knowledge Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby 62 19 0 30 Sep 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 41 42 0 29 Sep 2020
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification Haifeng Li Zhenqi Cui Zhiqiang Zhu Lixing Chen Jiawei Zhu Haozhe Huang Chao Tao 92 93 0 28 Sep 2020
Deep Learning Techniques for Geospatial Data Analysis Arvind W. Kiwelekar Geetanjali S. Mahamunkar L. Netak V. Nikam 36 19 0 30 Aug 2020
Counting from Sky: A Large-scale Dataset for Remote Sensing Object Counting and A Benchmark Method Guangshuai Gao Qingjie Liu Yunhong Wang 66 55 0 28 Aug 2020
On Robustness and Transferability of Convolutional Neural Networks Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 110 156 0 16 Jul 2020
Embedded Deep Bilinear Interactive Information and Selective Fusion for Multi-view Learning Jinglin Xu Wenbin Li J. Shen Xinwang Liu Peicheng Zhou Xiangsen Zhang Xiwen Yao Junwei Han 27 1 0 13 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 74 21 0 22 Jun 2020
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain Akshara Preethy Byju Gencer Sumbul Begüm Demir Lorenzo Bruzzone 42 20 0 20 Jun 2020
Multi-Temporal Scene Classification and Scene Change Detection with Correlation based Fusion Lixiang Ru Bo Du Chen Wu 105 72 0 03 Jun 2020
FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations M. Rey-Area Emilio Guirado Siham Tabik Javier Ruiz-Hidalgo 46 12 0 17 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 133 641 0 03 May 2020
Cross-View Image Retrieval -- Ground to Aerial Image Retrieval through Deep Learning Numan Khurshid T. Hanif Fnu Mohbat M. Taj 19 6 0 02 May 2020
Virtual SAR: A Synthetic Dataset for Deep Learning based Speckle Noise Reduction Algorithms Shrey Dabhi Kartavya Soni Utkarsh Patel Priyanka Sharma Manojkumar Somabhai Parmar 30 9 0 23 Apr 2020
A Cycle GAN Approach for Heterogeneous Domain Adaptation in Land Use Classification Claire Voreiter Jean-Christophe Burnel P. Lassalle M. Spigai Romain Hugues Nicolas Courty 15 9 0 22 Apr 2020
Multi-Granularity Canonical Appearance Pooling for Remote Sensing Scene Classification Shidong Wang Yu Guan Ling Shao 68 99 0 09 Apr 2020
Broad Area Search and Detection of Surface-to-Air Missile Sites Using Spatial Fusion of Component Object Detections from Deep Neural Networks Alan B. Cannaday II C. Davis G. Scott Blake Ruprecht Derek T. Anderson 23 7 0 23 Mar 2020
Convolution Neural Network Architecture Learning for Remote Sensing Scene Classification Jie Chen Haozhe Huang Jian Peng Jiawei Zhu Li Chen Wenbo Li Bingyu Sun Haifeng Li 43 14 0 27 Jan 2020
BigEarthNet Dataset with A New Class-Nomenclature for Remote Sensing Image Understanding Gencer Sumbul Jian Kang Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begüm Demir 155 34 0 17 Jan 2020
Classification of Large-Scale High-Resolution SAR Images with Deep Transfer Learning Zhongling Huang C. Dumitru Zongxu Pan Bin Lei Mihai Datcu 65 88 0 06 Jan 2020
Discoverability in Satellite Imagery: A Good Sentence is Worth a Thousand Pictures David Noever Wes Regian Matthew Ciolino Josh Kalin Dom Hambrick Kaye Blankenship 49 8 0 03 Jan 2020