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

16 February 2019

Gencer Sumbul

Marcela Charfuelan

Begum Demir

Volker Markl

ArXiv PDF HTML

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

50 / 168 papers shown

Title
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented Generation Zhongliang Zhou Jielu Zhang Zihan Guan Mengxuan Hu Ni Lao Lan Mu Sheng R. Li Gengchen Mai VLM 41 12 0 28 Mar 2024
QuakeSet: A Dataset and Low-Resource Models to Monitor Earthquakes through Sentinel-1 Daniele Rege Cambrin Paolo Garza 22 6 0 26 Mar 2024
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images Tom Burgert Begum Demir 27 2 0 21 Mar 2024
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Di Wang Jing Zhang Minqiang Xu Lin Liu Dongsheng Wang ... Chengxi Han Haonan Guo Bo Du Dacheng Tao L. Zhang 34 44 0 20 Mar 2024
LuoJiaHOG: A Hierarchy Oriented Geo-aware Image Caption Dataset for Remote Sensing Image-Text Retrival Yuanxin Zhao Mi Zhang Bingnan Yang Zhan Zhang Jiaju Kang Jianya Gong 30 2 0 16 Mar 2024
Rethinking Transformers Pre-training for Multi-Spectral Satellite Imagery Mubashir Noman Muzammal Naseer Hisham Cholakkal Rao Muhammad Anwar Salman Khan Fahad Shahbaz Khan ViT 36 35 0 08 Mar 2024
Multi-Spectral Remote Sensing Image Retrieval Using Geospatial Foundation Models Benedikt Blumenstiel Viktoria Moor Romeo Kienzler Thomas Brunschwiler VLM 23 3 0 04 Mar 2024
Major TOM: Expandable Datasets for Earth Observation Alistair Francis Mikolaj Czerkawski AI4TS 27 11 0 19 Feb 2024
ViGEO: an Assessment of Vision GNNs in Earth Observation Luca Colomba Paolo Garza 19 1 0 15 Feb 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment Angelos Zavras Dimitrios Michail Begum Demir Ioannis Papoutsis VLM 27 11 0 15 Feb 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 24 36 0 02 Feb 2024
Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation data Chenhui Zhang Sherrie Wang 32 18 0 31 Jan 2024
When Geoscience Meets Generative AI and Large Language Models: Foundations, Trends, and Future Challenges Abdenour Hadid Tanujit Chakraborty Daniel Busby AI4CE 24 11 0 25 Jan 2024
SwiMDiff: Scene-wide Matching Contrastive Learning with Diffusion Constraint for Remote Sensing Image Jiayuan Tian Jie Lei Jiaqing Zhang Weiying Xie Yunsong Li 33 12 0 10 Jan 2024
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing Zhecheng Wang R. Prabha Tianyuan Huang Jiajun Wu Ram Rajagopal 34 53 0 20 Dec 2023
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery Xin Guo Jiangwei Lao Bo Dang Yingying Zhang Lei Yu ... Jian Wang Jingdong Chen Ming Yang Yongjun Zhang Yansheng Li 34 116 0 15 Dec 2023
Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment Utkarsh Mall Cheng Perng Phoo Meilin Kelsey Liu Carl Vondrick B. Hariharan Kavita Bala VLM 17 38 0 12 Dec 2023
USat: A Unified Self-Supervised Encoder for Multi-Sensor Satellite Imagery Jeremy Irvin Lucas Tao Joanne Zhou Yuntao Ma Langston Nashold Benjamin Liu Andrew Y. Ng ViT 36 20 0 02 Dec 2023
Zooming Out on Zooming In: Advancing Super-Resolution for Remote Sensing Piper Wolters F. Bastani Aniruddha Kembhavi 22 2 0 29 Nov 2023
The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation Christel Chappuis Eliot Walt Vincent Mendez Sylvain Lobry B. L. Saux D. Tuia 23 3 0 28 Nov 2023
GeoViT: A Versatile Vision Transformer Architecture for Geospatial Image Analysis Madhav Khirwar Ankur Narang 21 1 0 24 Nov 2023
SpectralGPT: Spectral Remote Sensing Foundation Model Danfeng Hong Bing Zhang Xuyang Li Yuxuan Li Chenyu Li ... Xiuping Jia Antonio J. Plaza Paolo Gamba J. Benediktsson J. Chanussot 30 389 0 13 Nov 2023
On the Transferability of Learning Models for Semantic Segmentation for Remote Sensing Data Rongjun Qin Guixiang Zhang Yang Tang 25 1 0 16 Oct 2023
Insightful analysis of historical sources at scales beyond human capabilities using unsupervised Machine Learning and XAI Oliver Eberle Jochen Büttner Hassan el-Hajj G. Montavon Klaus-Robert Muller Matteo Valleriani 19 1 0 13 Oct 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding Mingming Zhang Qingjie Liu Yunhong Wang 30 5 0 28 Sep 2023
Learning Semantic Segmentation with Query Points Supervision on Aerial Images Santiago Rivier Carlos Hinojosa Silvio Giancola Bernard Ghanem 14 0 0 11 Sep 2023
A Satellite Imagery Dataset for Long-Term Sustainable Development in United States Cities Yanxin Xi Yu Liu Tong Li Jintao Ding Yunke Zhang Sasu Tarkoma Yong Li Pan Hui 22 7 0 01 Aug 2023
Ben-ge: Extending BigEarthNet with Geographical and Environmental Data Michael Mommert Nicolas Kesseli Joelle Hanna L. Scheibenreif Damian Borth Begum Demir 54 6 0 04 Jul 2023
RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote Sensing Zilun Zhang Tiancheng Zhao Yulong Guo Jianwei Yin DiffM VLM 27 52 0 20 Jun 2023
RRSIS: Referring Remote Sensing Image Segmentation Zhenghang Yuan Lichao Mou Yuansheng Hua Xiao Xiang Zhu 17 32 0 14 Jun 2023
MultiEarth 2023 -- Multimodal Learning for Earth and Environment Workshop and Challenge Miriam Cha Gregory Angelides Mark Hamilton Morgan Schmidt Brandon Swenson Armando Cabrera Phillip Isola T. Perron Bill Freeman 11 13 0 07 Jun 2023
Revisiting pre-trained remote sensing model benchmarks: resizing and normalization matters Isaac Corley Caleb Robinson Rahul Dodhia J. L. Ferres Peyman Najafirad 39 14 0 22 May 2023
Tinto: Multisensor Benchmark for 3D Hyperspectral Point Cloud Segmentation in the Geosciences Ahmed J. Afifi Samuel T. Thiele Aldino Rizaldy S. Lorenz Pedram Ghamisi R. Tolosana-Delgado M. Kirsch R. Gloaguen M. Heizmann 3DPC 27 9 0 17 May 2023
Artificial intelligence to advance Earth observation: a perspective D. Tuia Konrad Schindler Begum Demir Gustau Camps-Valls Xiao Xiang Zhu ... Mihai Datcu Jorge-Arnulfo Quiané-Ruiz Volker Markl Bertrand Le Saux Rochelle Schneider 31 10 0 15 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 78 58 0 01 May 2023
SATIN: A Multi-Task Metadataset for Classifying Satellite Imagery using Vision-Language Models Jonathan Roberts Kai Han Samuel Albanie VLM 27 12 0 23 Apr 2023
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images Zhenghang Yuan Lichao Mou Xiao Xiang Zhu 11 5 0 07 Apr 2023
FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised Learning Shuchang Shen Sachith Seneviratne Xinye Wanyan M. Kirley 35 13 0 13 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 32 1 0 13 Mar 2023
Extending global-local view alignment for self-supervised learning with remote sensing imagery Xinye Wanyan Sachith Seneviratne Shuchang Shen M. Kirley 67 18 0 12 Mar 2023
Extended Agriculture-Vision: An Extension of a Large Aerial Image Dataset for Agricultural Pattern Analysis Jing Wu David Pichler D. Marley David Wilson N. Hovakimyan Jennifer Hobbs 42 22 0 04 Mar 2023
Multispectral Contrastive Learning with Viewmaker Networks Jasmine Bayrooti Noah D. Goodman Alex Tamkin 23 1 0 11 Feb 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 43 63 0 09 Feb 2023
Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable Diffusion Jordan Shipard Arnold Wiliem Kien Nguyen Thanh Wei Xiang Clinton Fookes DiffM 14 73 0 07 Feb 2023
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understanding F. Bastani Piper Wolters Ritwik Gupta Joe Ferdinando Aniruddha Kembhavi 30 98 0 28 Nov 2022
Unsupervised Wildfire Change Detection based on Contrastive Learning Beichen Zhang Huiqi Wang Amani Alabri K. Bot Cole McCall Dale A. Hamilton Vít Ruzicka SSL 23 4 0 26 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 21 56 0 15 Nov 2022
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation Yi Wang Nassim Ait Ali Braham Zhitong Xiong Chenying Liu C. Albrecht Xiao Xiang Zhu 26 71 0 13 Nov 2022
RapidAI4EO: Mono- and Multi-temporal Deep Learning models for Updating the CORINE Land Cover Product P. Bhugra B. Bischke C. Werner R. Syrnicki C. Packbier ... W. De Keersmaecker D. Zanaga A. Wania R. Van De Kerchove G. Marchisio 12 3 0 26 Oct 2022
GeoAI at ACM SIGSPATIAL: The New Frontier of Geospatial Artificial Intelligence Research D. Lunga Yingjie Hu Shawn D. Newsam Song Gao B. Martins Hsiuhan Lexie Yang XueQing Deng AI4CE 21 3 0 20 Oct 2022