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EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification

31 August 2017

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Papers citing "EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification"

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CalCROP21: A Georeferenced multi-spectral dataset of Satellite Imagery and Crop Labels Rahul Ghosh Praveen Ravirathinam X. Jia A. Khandelwal David Mulla Vipin Kumar 122 15 0 26 Jul 2021
Improve Unsupervised Pretraining for Few-label TransferIEEE International Conference on Computer Vision (ICCV), 2021 Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lei Zhang Qi Chu B. Liu Nenghai Yu SSL 140 20 0 26 Jul 2021
Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target DataIEEE Transactions on Image Processing (TIP), 2021 Yu Fu Yanwei Fu Yu-Gang Jiang 148 85 0 26 Jul 2021
Power Plant Classification from Remote Imaging with Deep Learning Michael Mommert L. Scheibenreif Joelle Hanna Damian Borth 56 9 0 22 Jul 2021
The Benchmark Lottery Mostafa Dehghani Yi Tay A. Gritsenko Zhe Zhao N. Houlsby Fernando Diaz Donald Metzler Oriol Vinyals 243 104 0 14 Jul 2021
Clustering-Based Representation Learning through Output Translation and Its Application to Remote--Sensing Images Qing Li Bin Li J. Garibaldi Guoping Qiu SSL 171 4 0 13 Jul 2021
Zoo-Tuning: Adaptive Transfer from a Zoo of ModelsInternational Conference on Machine Learning (ICML), 2021 Yang Shu Zhi Kou Zhangjie Cao Jianmin Wang Mingsheng Long 173 46 0 29 Jun 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled DataNeural Information Processing Systems (NeurIPS), 2021 Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Rogerio Feris Richard J. Radke 275 92 0 14 Jun 2021
Scaling Vision with Sparse Mixture of ExpertsNeural Information Processing Systems (NeurIPS), 2021 C. Riquelme J. Puigcerver Basil Mustafa Maxim Neumann Rodolphe Jenatton André Susano Pinto Daniel Keysers N. Houlsby MoE 271 807 0 10 Jun 2021
DAMSL: Domain Agnostic Meta Score-based Learning J. Cai B. Cai S. Shen 115 5 0 06 Jun 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 208 123 0 14 Apr 2021
Streaming Self-Training via Domain-Agnostic Unlabeled Images Zhiqiu Lin Deva Ramanan Aayush Bansal LRM 160 6 0 07 Apr 2021
Remote Sensing Image Classification with the SEN12MS DatasetISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Annals), 2021 M. Schmitt Yulin Wu 87 27 0 01 Apr 2021
Modular Adaptation for Cross-Domain Few-Shot Learning Xiaoyu Lin Meng Ye Yunye Gong G. Buracas Nikoletta Basiou Ajay Divakaran Yi Yao 196 5 0 01 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing DataIEEE International Conference on Computer Vision (ICCV), 2021 Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 239 319 0 30 Mar 2021
Contrasting Contrastive Self-Supervised Representation Learning PipelinesIEEE International Conference on Computer Vision (ICCV), 2021 Klemen Kotar Gabriel Ilharco Ludwig Schmidt Kiana Ehsani Roozbeh Mottaghi SSL 292 48 0 25 Mar 2021
A Broad Study on the Transferability of Visual Representations with Contrastive LearningIEEE International Conference on Computer Vision (ICCV), 2021 Ashraful Islam Chun-Fu Chen Yikang Shen Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 306 128 0 24 Mar 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few LabelsIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (J-STARS), 2021 Pablo Gómez Gabriele Meoni 177 49 0 18 Mar 2021
Spatio-temporal Crop Classification On Volumetric DataInternational Conference on Information Photonics (ICIP), 2021 M. Qadeer Salar Saeed M. Taj Abubakr Muhammad 99 3 0 18 Mar 2021
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021 Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 2.0K 40,233 0 26 Feb 2021
Advantages and Bottlenecks of Quantum Machine Learning for Remote Sensing Daniela A. Zaidenberg A. Sebastianelli D. Spiller Bertrand Le Saux Silvia Liberata Ullo 296 29 0 26 Jan 2021
Cross-domain few-shot learning with unlabelled data Fupin Yao 120 13 0 19 Jan 2021
Are Fewer Labels Possible for Few-shot Learning? Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Guang Dai Qi Chu Nenghai Yu SSL 119 3 0 10 Dec 2020
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning J. Cai B. Cai S. Shen 83 8 0 03 Dec 2020
How Well Do Self-Supervised Models Transfer?Computer Vision and Pattern Recognition (CVPR), 2020 Linus Ericsson Henry Gouk Timothy M. Hospedales SSL 335 301 0 26 Nov 2020
Deep Ensembles for Low-Data Transfer Learning Basil Mustafa C. Riquelme J. Puigcerver andAndré Susano Pinto Daniel Keysers N. Houlsby FedML OOD 162 26 0 14 Oct 2020
Cross-Domain Few-Shot Learning by Representation Fusion Thomas Adler Johannes Brandstetter Michael Widrich Andreas Mayr David P. Kreil Michael K Kopp Günter Klambauer Sepp Hochreiter OOD 163 49 0 13 Oct 2020
Double Targeted Universal Adversarial Perturbations Philipp Benz Chaoning Zhang Tooba Imtiaz In So Kweon AAML 159 51 0 07 Oct 2020
Remote Sensing Image Scene Classification with Self-Supervised Paradigm under Limited Labeled SamplesIEEE Geoscience and Remote Sensing Letters (GRSL), 2020 Chao Tao Ji Qi Weipeng Lu Hao Wang Haifeng Li SSL 150 108 0 02 Oct 2020
Training general representations for remote sensing using in-domain knowledge Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby 92 22 0 30 Sep 2020
Using satellite imagery to understand and promote sustainable development Marshall Burke Anne Driscoll David B. Lobell Stefano Ermon 175 379 0 23 Sep 2020
How Good is your Explanation? Algorithmic Stability Measures to Assess the Quality of Explanations for Deep Neural NetworksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Thomas Fel David Vigouroux Rémi Cadène Thomas Serre XAI FAtt 361 33 0 07 Sep 2020
Deep Learning Techniques for Geospatial Data AnalysisLearning and Analytics in Intelligent Systems (LAIS), 2020 Arvind W. Kiwelekar Geetanjali S. Mahamunkar L. Netak V. Nikam 93 25 0 30 Aug 2020
Land Use and Land Cover Classification using a Human Group based Particle Swarm Optimization Algorithm with a LSTM classifier on hybrid-pre-processing Remote Sensing Images G. Rajendran Umanath Kumarasamy Chiara Zarro P. Divakarachari S. L. Ullo 95 116 0 04 Aug 2020
Neural Style Transfer for Remote Sensing Maria Karatzoglidi Georgios Felekis E. Charou GAN 24 0 0 31 Jul 2020
On Robustness and Transferability of Convolutional Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2020 Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 232 164 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 124 22 0 22 Jun 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 166 64 0 22 Jun 2020
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification Carlos Medina A. Devos Matthias Grossglauser SSL 154 57 0 19 Jun 2020
SatImNet: Structured and Harmonised Training Data for Enhanced Satellite Imagery Classification V. Syrris O. Pešek P. Soille 85 8 0 18 Jun 2020
Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data Zhen Zhao Bingyu Liu Yuhong Guo Jieping Ye 100 0 0 08 Jun 2020
Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset C. Qiu Xiaochong Tong M. Schmitt B. Bechtel Xiaoxiang Zhu 169 59 0 16 May 2020
Effective Data Fusion with Generalized Vegetation Index: Evidence from Land Cover Segmentation in Agriculture Hao Sheng Xiao Chen Jingyi Su Ram Rajagopal Andrew Y. Ng 182 34 0 07 May 2020
Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and OpportunitiesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE J-STARS), 2020 Gong Cheng Xingxing Xie Junwei Han Lei Guo Guisong Xia VLM 222 730 0 03 May 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 109 10 0 22 Apr 2020
Weakly-supervised land classification for coastal zone based on deep convolutional neural networks by incorporating dual-polarimetric characteristics into training dataset Sheng Sun A. Marino Wenze Shui Zhongwen Hu 195 0 0 30 Mar 2020
Streaming Networks: Increase Noise Robustness and Filter Diversity via Hard-wired and Input-induced Sparsity Sergey Tarasenko Fumihiko Takahashi 146 2 0 30 Mar 2020
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow Mohamed Abdelhack ViT 90 12 0 30 Mar 2020
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networksIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2020 C. Qiu M. Schmitt Christian Gei T. Chen Xiaoxiang Zhu 145 59 0 31 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 225 36 0 17 Jan 2020