BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding

16 February 2019

Gencer Sumbul

Marcela Charfuelan

Begum Demir

Volker Markl

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Papers citing "BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding"

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Title
Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery Jules Bourcier G. Dashyan Jocelyn Chanussot Alahari Karteek SSL 16 4 0 13 Oct 2022
EarthNets: Empowering AI in Earth Observation Zhitong Xiong Fahong Zhang Yi Wang Yilei Shi Xiao Xiang Zhu 79 73 0 10 Oct 2022
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing Tim Siebert Kai Norman Clasen Mahdyar Ravanbakhsh Begum Demir 41 20 0 10 Oct 2022
Semantic Segmentation of Vegetation in Remote Sensing Imagery Using Deep Learning Alexandru Munteanu Marian Neagul 11 0 0 28 Sep 2022
Transfer Learning with Pretrained Remote Sensing Transformers A. Fuller K. Millard J.R. Green 25 11 0 28 Sep 2022
Spotting Virus from Satellites: Modeling the Circulation of West Nile Virus Through Graph Neural Networks Lorenzo Bonicelli Angelo Porrello Stefano Vincenzi C. Ippoliti F. Iapaolo A. Conte Simone Calderara 30 3 0 07 Sep 2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP Thao Nguyen Gabriel Ilharco Mitchell Wortsman Sewoong Oh Ludwig Schmidt CLIP VLM 42 97 0 10 Aug 2022
On the Effects of Different Types of Label Noise in Multi-Label Remote Sensing Image Classification Tom Burgert Mahdyar Ravanbakhsh Begum Demir NoLa 10 17 0 28 Jul 2022
METER-ML: A Multi-Sensor Earth Observation Benchmark for Automated Methane Source Mapping B. Zhu Nicholas Lui Jeremy Irvin Jimmy Le Sahil Tadwalkar Chenghao Wang Zutao Ouyang Frankie Y. Liu Andrew Y. Ng R. Jackson 14 14 0 22 Jul 2022
SeasoNet: A Seasonal Scene Classification, segmentation and Retrieval dataset for satellite Imagery over Germany Dominik Koßmann Viktor Brack T. Wilhelm BDL 6 9 0 19 Jul 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 17 249 0 17 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 56 0 14 Jul 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 19 218 0 27 Jun 2022
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection W. G. C. Bandara Nithin Gopalakrishnan Nair Vishal M. Patel DiffM 16 4 0 23 Jun 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 33 25 0 23 May 2022
Towards Space-to-Ground Data Availability for Agriculture Monitoring George Choumos Alkiviadis Koukos Vasileios Sitokonstantinou C. Kontoes 37 5 0 16 May 2022
Activation Regression for Continuous Domain Generalization with Applications to Crop Classification Samarth Khanna Bram Wallace Kavita Bala B. Hariharan 23 0 0 14 Apr 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 31 190 0 06 Apr 2022
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning Dimitrios Sykas Maria Sdraka Dimitrios Zografakis Ioannis Papoutsis 17 36 0 02 Apr 2022
AutoGeoLabel: Automated Label Generation for Geospatial Machine Learning C. Albrecht F. Marianno L. Klein VLM 8 12 0 31 Jan 2022
AiTLAS: Artificial Intelligence Toolbox for Earth Observation I. Dimitrovski Ivan Kitanovski P. Panov Nikola Simidjievski D. Kocev 16 10 0 21 Jan 2022
Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks Peri Akiva Matthew Purri Matthew J. Leotta SSL 19 58 0 03 Dec 2021
Benchmarking and scaling of deep learning models for land cover image classification Ioannis Papoutsis N. Bountos Angelos Zavras Dimitrios Michail Christos Tryfonopoulos 11 55 0 18 Nov 2021
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 24 76 0 17 Nov 2021
SustainBench: Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning Christopher Yeh Chenlin Meng Sherrie Wang Anne Driscoll Erik Rozi Patrick Liu Jihyeon Janel Lee Marshall Burke David B. Lobell Stefano Ermon 59 56 0 08 Nov 2021
Do we still need ImageNet pre-training in remote sensing scene classification? Vladimir Risojević Vladan Stojnić 25 11 0 05 Nov 2021
Remote Sensing Image Super-resolution and Object Detection: Benchmark and State of the Art Yi Wang S. M. A. Bashir Mahrukh Khan Qudrat Ullah Rui Wang Yilin Song Zhe Guo Yilong Niu 16 141 0 05 Nov 2021
RapidAI4EO: A Corpus for Higher Spatial and Temporal Reasoning G. Marchisio P. Helber B. Bischke T. Davis Çaglar Senaras D. Zanaga R. Van De Kerchove A. Wania 57 5 0 05 Oct 2021
How to find a good image-text embedding for remote sensing visual question answering? Christel Chappuis Sylvain Lobry B. Kellenberger Bertrand Le Saux D. Tuia 34 20 0 24 Sep 2021
On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification A. Sebastianelli Daniela A. Zaidenberg D. Spiller Bertrand Le Saux Silvia Liberata Ullo 12 90 0 20 Sep 2021
Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space L. Scheibenreif Michael Mommert Damian Borth 8 12 0 31 Aug 2021
Self-supervised Contrastive Learning for Irrigation Detection in Satellite Imagery Chitra Agastya Sirak Ghebremusse I. Anderson Colorado Reed H. Vahabi Alberto Todeschini 18 18 0 12 Aug 2021
CalCROP21: A Georeferenced multi-spectral dataset of Satellite Imagery and Crop Labels Rahul Ghosh Praveen Ravirathinam X. Jia A. Khandelwal David Mulla Vipin Kumar 15 11 0 26 Jul 2021
Implicit Rate-Constrained Optimization of Non-decomposable Objectives Abhishek Kumar Harikrishna Narasimhan Andrew Cotter 11 10 0 23 Jul 2021
JUWELS Booster -- A Supercomputer for Large-Scale AI Research Stefan Kesselheim A. Herten K. Krajsek J. Ebert J. Jitsev ... A. Strube Roshni Kamath Martin G. Schultz M. Riedel T. Lippert GNN 17 14 0 30 Jun 2021
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval Gencer Sumbul Begum Demir 16 9 0 01 Jun 2021
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval Gencer Sumbul Arne de Wall Tristan Kreuziger F. Marcelino H. Costa P. Benevides M. Caetano Begum Demir Volker Markl 16 125 0 17 May 2021
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels A. Aksoy Mahdyar Ravanbakhsh Tristan Kreuziger Begum Demir 24 3 0 12 May 2021
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval Gencer Sumbul Mahdyar Ravanbakhsh Begum Demir 14 23 0 08 May 2021
Generative modeling of spatio-temporal weather patterns with extreme event conditioning Konstantin Klemmer Sudipan Saha M. Kahl Tianlin Xu Xiaoxiang Zhu AI4CE 23 11 0 26 Apr 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 31 19 0 22 Apr 2021
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task C. Requena-Mesa V. Benson Markus Reichstein J. Runge Joachim Denzler 68 50 0 16 Apr 2021
Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding Vladan Stojnić Vladimir Risojević SSL 14 108 0 14 Apr 2021
MultiScene: A Large-scale Dataset and Benchmark for Multi-scene Recognition in Single Aerial Images Yuansheng Hua Lichao Mou P. Jin Xiaoxiang Zhu 9 12 0 07 Apr 2021
Evaluating explainable artificial intelligence methods for multi-label deep learning classification tasks in remote sensing Ioannis Kakogeorgiou Konstantinos Karantzalos XAI 23 118 0 03 Apr 2021
Remote Sensing Image Classification with the SEN12MS Dataset M. Schmitt Yulin Wu 11 27 0 01 Apr 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data Oscar Manas Alexandre Lacoste Xavier Giró-i-Nieto David Vazquez Pau Rodríguez López 17 258 0 30 Mar 2021
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image Classification A. Aksoy Mahdyar Ravanbakhsh Begum Demir 19 24 0 19 Dec 2020
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study J. Castillo-Navarro Bertrand Le Saux Alexandre Boulch Nicolas Audebert Sébastien Lefèvre 6 70 0 15 Oct 2020
Land Cover Semantic Segmentation Using ResUNet Vasilis Pollatos Loukas Kouvaras E. Charou SSeg 4 6 0 13 Oct 2020