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 / 203 papers shown

Title
PASS: An ImageNet replacement for self-supervised pretraining without humans Yuki M. Asano Christian Rupprecht Andrew Zisserman Andrea Vedaldi VLM SSL 26 57 0 27 Sep 2021
The Benchmark Lottery Mostafa Dehghani Yi Tay A. Gritsenko Zhe Zhao N. Houlsby Fernando Diaz Donald Metzler Oriol Vinyals 42 89 0 14 Jul 2021
Multi-Attention Generative Adversarial Network for Remote Sensing Image Super-Resolution S. Jia Zhihao Wang Qingquan Li Wenxuan Wang Meng Xu GAN 21 53 0 14 Jul 2021
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Andreas Steiner Alexander Kolesnikov Xiaohua Zhai Ross Wightman Jakob Uszkoreit Lucas Beyer ViT 66 618 0 18 Jun 2021
A Lightweight ReLU-Based Feature Fusion for Aerial Scene Classification Md. Adnan Arefeen Sumaiya Tabassum Nimi M. Y. S. Uddin Zhu Li 35 10 0 15 Jun 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Rogerio Feris Richard J. Radke 30 84 0 14 Jun 2021
Scaling Vision with Sparse Mixture of Experts C. Riquelme J. Puigcerver Basil Mustafa Maxim Neumann Rodolphe Jenatton André Susano Pinto Daniel Keysers N. Houlsby MoE 29 579 0 10 Jun 2021
CI-dataset and DetDSCI methodology for detecting too small and too large critical infrastructures in satellite images: Airports and electrical substations as case study Francisco Pérez-Hernández José Rodríguez-Ortega Y. Benhammou Francisco Herrera Siham Tabik 29 5 0 25 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 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 29 112 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 30 105 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 20 6 0 21 Mar 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels Pablo Gómez Gabriele Meoni 53 34 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 224 27,929 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 L. Zancato Charless C. Fowlkes Rahul Bhotika Stefano Soatto Pietro Perona ALM 122 46 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 35 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 39 342 0 22 Jan 2021
Satellite Image Classification with Deep Learning M. D. Pritt Gary Chern 27 133 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 26 22 0 07 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 28 101 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 14 36 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 11 112 0 01 Oct 2020
Training general representations for remote sensing using in-domain knowledge Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby 26 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 26 39 0 29 Sep 2020
Counting from Sky: A Large-scale Dataset for Remote Sensing Object Counting and A Benchmark Method Guangshuai Gao Qingjie Liu Yunhong Wang 18 53 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 13 154 0 16 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 23 21 0 22 Jun 2020
Multi-Temporal Scene Classification and Scene Change Detection with Correlation based Fusion Lixiang Ru Bo Du Chen Wu 21 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 27 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 41 623 0 03 May 2020
Multi-Granularity Canonical Appearance Pooling for Remote Sensing Scene Classification Shidong Wang Yu Guan Ling Shao 25 97 0 09 Apr 2020
Classification of Large-Scale High-Resolution SAR Images with Deep Transfer Learning Zhongling Huang C. Dumitru Zongxu Pan Bin Lei Mihai Datcu 20 86 0 06 Jan 2020
Adversarial Example in Remote Sensing Image Recognition Li Chen Guowei Zhu Qi Li Haifeng Li AAML 21 26 0 29 Oct 2019
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark Xiaohua Zhai J. Puigcerver Alexander Kolesnikov P. Ruyssen C. Riquelme ... Michael Tschannen Marcin Michalski Olivier Bousquet Sylvain Gelly N. Houlsby SSL 30 426 0 01 Oct 2019
Multiple instance dense connected convolution neural network for aerial image scene classification Qi Bi K. Qin Zhili Li Han Zhang Kai Xu 30 110 0 22 Aug 2019
Multi-modal gated recurrent units for image description Xuelong Li Aihong Yuan Xiaoqiang Lu GAN 21 26 0 20 Apr 2019
Aggregated Deep Local Features for Remote Sensing Image Retrieval Raffaele Imbriaco Clint Sebastian Egor Bondarev Peter H. N. de With 25 68 0 22 Mar 2019
A Novel Multi-Attention Driven System For Multi-Label Remote Sensing Image Classification Gencer Sumbul Begüm Demir 25 34 0 28 Feb 2019
Deep Discriminative Representation Learning with Attention Map for Scene Classification Jun Yu Li Daoyu Lin Yang Wang Guangluan Xu C. Ding 30 81 0 21 Feb 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 48 444 0 16 Feb 2019
Enhancing Remote Sensing Image Retrieval with Triplet Deep Metric Learning Network Rui Cao Qian Zhang Jiasong Zhu Qing Li Qingquan Li Bozhi Liu Guoping Qiu 26 83 0 15 Feb 2019
Unsupervised Deep Features for Remote Sensing Image Matching via Discriminator Network Fnu Mohbat Numan Khurshid M. Taj 26 15 0 15 Oct 2018
An Entropic Optimal Transport Loss for Learning Deep Neural Networks under Label Noise in Remote Sensing Images B. Damodaran Rémi Flamary Vivien Seguy Nicolas Courty NoLa 34 39 0 02 Oct 2018
Treepedia 2.0: Applying Deep Learning for Large-scale Quantification of Urban Tree Cover B. Cai Xiaojiang Li Ian Seiferling C. Ratti 3DV 21 42 0 14 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
AID++: An Updated Version of AID on Scene Classification P. Jin Gui-Song Xia Fan Hu Qikai Lu Liangpei Zhang 24 23 0 03 Jun 2018
Object Tracking in Satellite Videos Based on a Multi-Frame Optical Flow Tracker Bo Du Shihan Cai Chen Wu Lefei Zhang Dacheng Tao 13 31 0 25 Apr 2018
Building Instance Classification Using Street View Images Jian Kang Marco Körner Yuanyuan Wang H. Taubenböck Xiaoxiang Zhu 26 295 0 25 Feb 2018
Hydra: an Ensemble of Convolutional Neural Networks for Geospatial Land Classification Rodrigo Minetto Maurício Pamplona Segundo Sudeep Sarkar 42 132 0 10 Feb 2018
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification P. Helber B. Bischke Andreas Dengel Damian Borth 50 1,749 0 31 Aug 2017