SSL4EO-L: Datasets and Foundation Models for Landsat Imagery

15 June 2023

Adam J. Stewart

Nils Lehmann

Isaac Corley

Yi Wang

Yi-Chia Chang

Nassim Ait Ali Braham

Shradha Sehgal

Caleb Robinson

Arindam Banerjee

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Papers citing "SSL4EO-L: Datasets and Foundation Models for Landsat Imagery"

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Title
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 33 1 0 05 Apr 2025
GAIR: Improving Multimodal Geo-Foundation Model with Geo-Aligned Implicit Representations Z. Liu Fan Zhang Junfeng Jiao Ni Lao Gengchen Mai 47 1 0 20 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
Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation Leonard Waldmann Ando Shah Yi Wang Nils Lehmann Adam J. Stewart Zhitong Xiong Xiao Xiang Zhu Stefan Bauer John Chuang 41 1 0 13 Mar 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
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark Clifford Broni-Bediako Junshi Xia Jian Song Hongruixuan Chen Mennatullah Siam Naoto Yokoya 32 4 0 17 Sep 2024
Rapid Adaptation of Earth Observation Foundation Models for Segmentation Karthick Panner Selvam Raúl Ramos-Pollán F. Kalaitzis AI4CE 35 4 0 16 Sep 2024
On the Generalizability of Foundation Models for Crop Type Mapping Yi-Chia Chang Adam J. Stewart F. Bastani Piper Wolters Shreya Kannan George R. Huber Jingtong Wang Arindam Banerjee 26 1 0 14 Sep 2024
Uncertainty and Generalizability in Foundation Models for Earth Observation Raúl Ramos-Pollán F. Kalaitzis Karthick Panner Selvam 34 0 0 13 Sep 2024
SpectralEarth: Training Hyperspectral Foundation Models at Scale Nassim Ait Ali Braham C. Albrecht Julien Mairal J. Chanussot Yi Wang X. Zhu 36 10 0 15 Aug 2024
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and RGB Data Matthew J Allen Francisco Dorr Joseph A. Gallego-Mejia Laura Martínez-Ferrer Anna Jungbluth Freddie Kalaitzis Raúl Ramos-Pollán 31 3 0 06 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 30 6 0 30 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
Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation Zhitong Xiong Yi Wang Fahong Zhang Adam J. Stewart Joelle Hanna Damian Borth Ioannis Papoutsis B. L. Saux Gustau Camps-Valls Xiao Xiang Zhu AI4CE 69 12 0 22 Mar 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 24 35 0 02 Feb 2024
Fewshot learning on global multimodal embeddings for earth observation tasks Matt Allen Francisco Dorr Joseph A. Gallego-Mejia Laura Martínez-Ferrer Anna Jungbluth F. Kalaitzis Raúl Ramos-Pollán 23 8 0 29 Sep 2023
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning Colorado Reed Ritwik Gupta Shufan Li S. Brockman Christopher Funk Brian Clipp Kurt Keutzer Salvatore Candido M. Uyttendaele Trevor Darrell 113 169 0 30 Dec 2022
EarthNets: Empowering AI in Earth Observation Zhitong Xiong Fahong Zhang Yi Wang Yilei Shi Xiao Xiang Zhu 79 73 0 10 Oct 2022
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 19 76 0 17 Nov 2021
Self-supervised pre-training enhances change detection in Sentinel-2 imagery Marrit Leenstra Diego Marcos F. Bovolo D. Tuia SSL 72 42 0 20 Jan 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020