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
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 51 0 0 06 May 2025
Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing Yuchang Jiang Maxim Neumann 24 0 0 03 May 2025
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology Elena Plekhanova Damien Robert Johannes Dollinger Emilia Arens Philipp Brun Jan Dirk Wegner Niklaus Zimmermann 24 0 0 25 Apr 2025
A Genealogy of Multi-Sensor Foundation Models in Remote Sensing Kevin Lane Morteza Karimzadeh 38 0 0 24 Apr 2025
FPGA-Based Neural Network Accelerators for Space Applications: A Survey Pedro Antunes Artur Podobas 20 0 0 22 Apr 2025
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data Benedikt Blumenstiel P. Fraccaro V. Marsocci Johannes Jakubik Stefano Maurogiovanni ... Rocco Sedona Gabriele Cavallaro Thomas Brunschwiler Juan Bernabé-Moreno Nicolas Longépé 25 2 0 15 Apr 2025
COP-GEN-Beta: Unified Generative Modelling of COPernicus Imagery Thumbnails Miguel Espinosa V. Marsocci Yuru Jia Elliot J. Crowley Mikolaj Czerkawski DiffM 47 0 0 11 Apr 2025
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring Emmanuel Azuh Mensah Joban Mand Yueheng Ou Min Jang Kurtis Heimerl 34 0 0 11 Apr 2025
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation Thomas Kerdreux A. Tuel Quentin Febvre A. Mouche Bertrand Chapron 73 0 0 09 Apr 2025
ATM-Net: Anatomy-Aware Text-Guided Multi-Modal Fusion for Fine-Grained Lumbar Spine Segmentation Sheng Lian Dengfeng Pan Jianlong Cai Guang-Yong Chen Zhun Zhong Zhiming Luo Shen Zhao Shuo Li 34 0 0 04 Apr 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 35 0 0 04 Apr 2025
A Survey on Remote Sensing Foundation Models: From Vision to Multimodality Ziyue Huang Hongxi Yan Qiqi Zhan Shuai Yang Mingming Zhang Chenkai Zhang Yiming Lei Zeming Liu Qingjie Liu Y. Wang 44 0 0 28 Mar 2025
Assessing Foundation Models for Sea Ice Type Segmentation in Sentinel-1 SAR Imagery Samira Alkaee Taleghan Morteza Karimzadeh A. Barrett Walter N. Meier F. Banaei-Kashani 58 0 0 28 Mar 2025
LRSCLIP: A Vision-Language Foundation Model for Aligning Remote Sensing Image with Longer Text Weizhi Chen Jingbo Chen Yupeng Deng Jiansheng Chen Yuman Feng Zhihao Xi Diyou Liu Kai Li Yu Meng VLM 51 0 0 25 Mar 2025
IceBench: A Benchmark for Deep Learning based Sea Ice Type Classification Samira Alkaee Taleghan A. Barrett Walter N. Meier F. Banaei-Kashani VLM 40 0 0 22 Mar 2025
Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation Clive Tinashe Marimo Benedikt Blumenstiel Maximilian Nitsche Johannes Jakubik Thomas Brunschwiler 43 1 0 20 Mar 2025
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding Keyan Chen Chenyang Liu Bowen Chen Wenyuan Li Zhengxia Zou Zhenwei Shi 50 2 0 20 Mar 2025
EarthScape: A Multimodal Dataset for Surficial Geologic Mapping and Earth Surface Analysis Matthew Massey Abdullah-Al-Zubaer Imran 44 0 0 19 Mar 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 41 0 0 17 Mar 2025
MEET: A Million-Scale Dataset for Fine-Grained Geospatial Scene Classification with Zoom-Free Remote Sensing Imagery Yansheng Li Yuning Wu Gong Cheng Chao Tao Bo Dang ... C. Zhang Y. Liu X. Tang Jiayi Ma Yongjun Zhang 45 2 0 14 Mar 2025
SAR-W-MixMAE: SAR Foundation Model Training Using Backscatter Power Weighting Ali Caglayan Nevrez Imamoglu T. Kouyama 65 0 0 03 Mar 2025
Lossy Neural Compression for Geospatial Analytics: A Review Carlos Gomes Isabelle Wittmann Damien Robert Johannes Jakubik Tim Reichelt ... Romeo Kienzler Rania Briq Sabrina Benassou Michele Lazzarini C. Albrecht 88 2 0 03 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 48 0 0 28 Feb 2025
GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis Angelos Zavras Dimitrios Michail Xiao Xiang Zhu Begum Demir Ioannis Papoutsis VLM 81 0 0 13 Feb 2025
Multi-Agent Geospatial Copilots for Remote Sensing Workflows Chaehong Lee Varatheepan Paramanayakam Andreas Karatzas Yanan Jian Michael Fore Heming Liao Fuxun Yu Ruopu Li Iraklis Anagnostopoulos Dimitrios Stamoulis 36 3 0 28 Jan 2025
EarthView: A Large Scale Remote Sensing Dataset for Self-Supervision Diego A. Velázquez Pau Rodríguez López Sergio Alonso Josep M. Gonfaus Jordi Gonzalez Gerardo Richarte Javier Marin Yoshua Bengio Alexandre Lacoste 44 0 0 14 Jan 2025
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 44 6 0 05 Nov 2024
OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction Hongbo Zhao Lue Fan Yuntao Chen Haochen Wang Y. Yang Xiaojuan Jin Yixin Zhang Gaofeng Meng Zhaoxiang Zhang 54 1 0 30 Oct 2024
Alberta Wells Dataset: Pinpointing Oil and Gas Wells from Satellite Imagery Pratinav Seth Michelle Lin Brefo Dwamena Yaw Jade Boutot Mary Kang David Rolnick 33 0 0 11 Oct 2024
Explainable Earth Surface Forecasting under Extreme Events Oscar J. Pellicer-Valero Miguel-Ángel Fernández-Torres Chaonan Ji Miguel D. Mahecha Gustau Camps-Valls 21 0 0 02 Oct 2024
Improving satellite imagery segmentation using multiple Sentinel-2 revisits Kartik Jindgar Grace W. Lindsay 22 0 0 25 Sep 2024
Can SAR improve RSVQA performance? Lucrezia Tosato Sylvain Lobry Flora Weissgerber Laurent Wendling 21 0 0 28 Aug 2024
SpectralEarth: Training Hyperspectral Foundation Models at Scale Nassim Ait Ali Braham C. Albrecht Julien Mairal J. Chanussot Yi Wang X. Zhu 36 12 0 15 Aug 2024
reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis Kai Norman Clasen L. Hackel Tom Burgert Gencer Sumbul Begum Demir Volker Markl 55 11 0 04 Jul 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 59 25 0 17 Jun 2024
$A$^{2}$-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder$ A $^{2}$ -MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder Lixian Zhang Yi Zhao Runmin Dong Jinxiao Zhang Shuai Yuan ... Weijia Li Wei Liu Wayne Zhang Litong Feng H. Fu 31 4 0 12 Jun 2024
Data Augmentation in Earth Observation: A Diffusion Model Approach Tiago Sousa B. Ries N. Guelfi DiffM 45 2 0 10 Jun 2024
BD-SAT: High-resolution Land Use Land Cover Dataset & Benchmark Results for Developing Division: Dhaka, BD Ovi Paul Abu Bakar Siddik Nayem Anis Sarker Amin Ahsan Ali M Ashraful Amin AKM Mahbubur Rahman 25 0 0 09 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 32 6 0 30 May 2024
Planted: a dataset for planted forest identification from multi-satellite time series L. M. Pazos-Outón Cristina Nader Vasconcelos Anton Raichuk Anurag Arnab Dan Morris Maxim Neumann 39 3 0 24 May 2024
Enhancing Active Learning for Sentinel 2 Imagery through Contrastive Learning and Uncertainty Estimation David Pogorzelski Peter Arlinghaus Wenyan Zhang 19 0 0 22 May 2024
A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification Tom Burgert Tim Siebert Kai Norman Clasen Begum Demir Begüm Demir 37 1 0 22 May 2024
Cross-sensor self-supervised training and alignment for remote sensing V. Marsocci Nicolas Audebert 28 1 0 16 May 2024
On the Foundations of Earth and Climate Foundation Models Xiao Xiang Zhu Zhitong Xiong Yi Wang Adam J. Stewart Konrad Heidler Yuanyuan Wang Zhenghang Yuan Thomas Dujardin Qingsong Xu Yilei Shi AI4Cl AI4CE 26 21 0 07 May 2024
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning Vishal Nedungadi A. Kariryaa Stefan Oehmcke Serge J. Belongie Christian Igel Nico Lang 37 25 0 04 May 2024
Facilitating Advanced Sentinel-2 Analysis Through a Simplified Computation of Nadir BRDF Adjusted Reflectance David Montero Miguel D. Mahecha C. Aybar Clemens Mosig Sebastian Wieneke 21 0 0 24 Apr 2024
GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilots Simranjit Singh Michael Fore Dimitrios Stamoulis LLMAG 27 12 0 23 Apr 2024
On-Demand Earth System Data Cubes David Montero C. Aybar Chaonan Ji Guido Kraemer Maximilian Sochting Khalil Teber Miguel D. Mahecha 13 1 0 19 Apr 2024
Insights from the Use of Previously Unseen Neural Architecture Search Datasets Rob Geada David Towers M. Forshaw Amir Atapour-Abarghouei A. Mcgough 34 2 0 02 Apr 2024
Bridging Remote Sensors with Multisensor Geospatial Foundation Models Boran Han Shuai Zhang Xingjian Shi Markus Reichstein 26 22 0 01 Apr 2024