SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery

17 July 2022

Papers citing "SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery"

43 / 43 papers shown

Title
ExEBench: Benchmarking Foundation Models on Extreme Earth Events Shan Zhao Zhitong Xiong Jie Zhao Xiao Xiang Zhu 30 0 0 13 May 2025
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 39 0 0 06 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang X. Li Guangliang Cheng Mamba 72 0 0 01 May 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala S. Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 51 0 0 27 Apr 2025
SatelliteCalculator: A Multi-Task Vision Foundation Model for Quantitative Remote Sensing Inversion Zhenyu Yu Mohd Yamani Idna Idris Pei Wang 26 0 0 18 Apr 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 30 0 0 04 Apr 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 51 0 0 28 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
Towards a Unified Copernicus Foundation Model for Earth Vision Yi Wang Zhitong Xiong Chenying Liu Adam J. Stewart Thomas Dujardin ... Angelos Zavras Franziska Gerken Ioannis Papoutsis Laura Leal-Taixé Xiao Xiang Zhu 44 1 0 14 Mar 2025
On the Generalization of Representation Uncertainty in Earth Observation Spyros Kondylatos N. Bountos Dimitrios Michail Xiao Xiang Zhu Gustau Camps-Valls Ioannis Papoutsis 63 1 0 10 Mar 2025
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings A. Dhakal S. Sastry Subash Khanal Adeel Ahmad Eric Xing Nathan Jacobs 48 0 0 27 Feb 2025
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data Jeremy Irvin Emily Ruoyu Liu Joyce Chuyi Chen Ines Dormoy Jinyoung Kim Samar Khanna Zhuo Zheng Stefano Ermon MLLM VLM 50 4 0 28 Jan 2025
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model Huiyang Hu Peijin Wang Hanbo Bi Boyuan Tong Z. Wang ... Ziqi Zhang QiXiang Ye Kun Fu Xian Sun Xian Sun 98 0 0 27 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 38 6 0 05 Nov 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 29 1 0 20 Sep 2024
IVGF: The Fusion-Guided Infrared and Visible General Framework Fangcen Liu Chenqiang Gao Fang Chen Pengcheng Li Junjie Guo Deyu Meng 29 0 0 02 Sep 2024
Locate Anything on Earth: Advancing Open-Vocabulary Object Detection for Remote Sensing Community Jiancheng Pan Yanxing Liu Yuqian Fu Muyuan Ma Jiaohao Li D. Paudel Luc Van Gool Xiaomeng Huang ObjD 61 7 0 17 Aug 2024
KidSat: satellite imagery to map childhood poverty dataset and benchmark Makkunda Sharma Fan Yang Duy-Nhat Vo Esra Suel Swapnil Mishra Samir Bhatt Oliver Fiala William Rudgard Seth Flaxman 38 0 0 08 Jul 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning Nemin Wu Qian Cao Zhangyu Wang Zeping Liu Yanlin Qi ... Stefano Ermon T. Ganu A. Nambi Ni Lao Gengchen Mai 61 15 0 21 Jun 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 21 0 17 Jun 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts Samar Khanna Medhanie Irgau David B. Lobell Stefano Ermon VLM 28 4 0 16 Jun 2024
SeeFar: Satellite Agnostic Multi-Resolution Dataset for Geospatial Foundation Models James Lowman Kelly Liu Zheng Roydon Fraser J. The Mojtaba Valipour 26 0 0 10 Jun 2024
S4: Self-Supervised Sensing Across the Spectrum Jay Shenoy Xinjian Davis Zhang Shlok Mehrotra Bill Tao Rem Yang Han Zhao Deepak Vasisht AI4TS 27 2 0 02 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 48 2 0 02 May 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 28 24 0 12 Apr 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 26 16 0 09 Jan 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 22 7 0 05 Jan 2024
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing Zhecheng Wang R. Prabha Tianyuan Huang Jiajun Wu Ram Rajagopal 22 53 0 20 Dec 2023
DiffusionSat: A Generative Foundation Model for Satellite Imagery Samar Khanna Patrick Liu Linqi Zhou Chenlin Meng Robin Rombach Marshall Burke David B. Lobell Stefano Ermon 17 57 0 06 Dec 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 41 5 0 01 Nov 2023
Learning Tri-modal Embeddings for Zero-Shot Soundscape Mapping Subash Khanal S. Sastry A. Dhakal Nathan Jacobs 31 8 0 19 Sep 2023
HarvestNet: A Dataset for Detecting Smallholder Farming Activity Using Harvest Piles and Remote Sensing Jonathan Xu Amna Elmustafa L. Weldegebriel Emnet Negash Richard Lee Chenlin Meng Stefano Ermon David B. Lobell 8 3 0 23 Aug 2023
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery Adam J. Stewart Nils Lehmann Isaac Corley Yi Wang Yi-Chia Chang Nassim Ait Ali Braham Shradha Sehgal Caleb Robinson Arindam Banerjee 17 29 0 15 Jun 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 24 11 0 28 Mar 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 36 63 0 09 Feb 2023
Aerial Image Object Detection With Vision Transformer Detector (ViTDet) Liya Wang A. Tien 30 7 0 28 Jan 2023
Building Coverage Estimation with Low-resolution Remote Sensing Imagery Enci Liu Chenlin Meng Matthew Kolodner Eun Jee Sung Sihang Chen Marshall Burke David B. Lobell Stefano Ermon 14 3 0 04 Jan 2023
Transfer Learning with Pretrained Remote Sensing Transformers A. Fuller K. Millard J.R. Green 23 11 0 28 Sep 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 19 25 0 23 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,412 0 11 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
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 69 149 0 16 Jul 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 201 7,884 0 13 Jun 2015