Fetching the paper…
Reading the bibliography…
Earth observation (EO) data features diverse sensing platforms with varying spectral bands, spatial resolutions, and sensing modalities.
Relating polaization phase difference of sar signals to scene properties
Fawwaz T Ulaby, Daniel Held, Myron C Donson, Kyle C McDonald, and Thomas BA Senior · 1987
Earlier work this paper cites.
A review of target decomposition theorems in radar polarimetry
Shane R Cloude and Eric Pottier · 1996
Earlier work this paper cites.
Terra and aqua modis products available from nasa ges daac
A Savtchenko, D Ouzounov, S Ahmad, J Acker, G Leptoukh, J Koziana, and D Nickless · 2004
Earlier work this paper cites.
Using low resolution satellite imagery for yield prediction and yield anomaly detection
Felix Rembold, Clement Atzberger, Igor Savin, and Oscar Rojas · 2013
Earlier work this paper cites.
Change detection and estimation of illegal mining using satellite images
Merugu Suresh and Kamal Jain · 2013
Earlier work this paper cites.
The enmap spaceborne imaging spectroscopy mission for earth observation
Luis Guanter, Hermann Kaufmann, Karl Segl, Saskia Foerster, Christian Rogass, Sabine Chabrillat, Theres Kuester, André Hollstein, Godela Rossner, Christian Chlebek, et al · 2015
Earlier work this paper cites.
Hypernetworks, 2016
David Ha, Andrew Dai, and Quoc V. Le · 2016
Earlier work this paper cites.
Remote sensing image scene classification: Benchmark and state of the art
Gong Cheng, Junwei Han, and Xiaoqiang Lu · 2017
Earlier work this paper cites.
Attention is all you need
A Vaswani · 2017
Earlier work this paper cites.
Functional map of the world
Gordon Christie, Neil Fendley, James Wilson, and Ryan Mukherjee · 2018
Earlier work this paper cites.
Spacenet: A remote sensing dataset and challenge series
Van Etten · 2018
Earlier work this paper cites.
Accurate, large minibatch sgd: Training imagenet in 1 hour, 2018
Priya Goyal, Piotr Dollár, Ross Girshick, Pieter Noordhuis, Lukasz Wesolowski, Aapo Kyrola, Andrew Tulloch, Yangqing Jia, and Kaiming He · 2018
Earlier work this paper cites.
Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification
Patrick Helber, Benjamin Bischke, Andreas Dengel, and Damian Borth · 2019
Earlier work this paper cites.
Deep learning in remote sensing applications: A meta-analysis and review
Lei Ma, Yu Liu, Xueliang Zhang, Yuanxin Ye, Gaofei Yin, and Brian Alan Johnson · 2019
Earlier work this paper cites.
The effects of orbit type on synthetic aperture radar (sar) backscatter
Sahel Mahdavi, Meisam Amani, and Yasser Maghsoudi · 2019
Earlier work this paper cites.
Biases from incorrect reflectance convolution
Olivier Burggraaff · 2020
Earlier work this paper cites.
MMSegmentation: Openmmlab semantic segmentation toolbox and benchmark
MMSegmentation Contributors · 2020
Earlier work this paper cites.
Panopticism
Michel Foucault · 2020
Earlier work this paper cites.
Emerging Properties in Self-Supervised Vision Transformers, 2021
Mathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou, Julien Mairal, Piotr Bojanowski, and Armand Joulin · 2021
Earlier work this paper cites.
An image is worth 16x16 words: Transformers for image recognition at scale, 2021
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby · 2021
Earlier work this paper cites.
Masked autoencoders are scalable vision learners, 2021
Kaiming He, Xinlei Chen, Saining Xie, Yanghao Li, Piotr Dollár, and Ross Girshick · 2021
Earlier work this paper cites.
Scalable deep learning to identify brick kilns and aid regulatory capacity
Jihyeon Lee, Nina R Brooks, Fahim Tajwar, Marshall Burke, Stefano Ermon, David B Lobell, Debashish Biswas, and Stephen P Luby · 2021
Earlier work this paper cites.
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data, 2021
Oscar Mañas, Alexandre Lacoste, Xavier Giro-i Nieto, David Vazquez, and Pau Rodriguez · 2021
Earlier work this paper cites.
Current and near-term advances in earth observation for ecological applications
Susan L Ustin and Elizabeth M Middleton · 2021
Cited alongside, same era.
SatMAE: Pre-training transformers for temporal and multi-spectral satellite imagery
Yezhen Cong, Samar Khanna, Chenlin Meng, Patrick Liu, Erik Rozi, Yutong He, Marshall Burke, David B. Lobell, and Stefano Ermon · 2022
Cited alongside, same era.
Predicting soil properties from hyperspectral satellite images
Rıdvan Salih Kuzu, Frauke Albrecht, Caroline Arnold, Roshni Kamath, and Kai Konen · 2022
Cited alongside, same era.
Tropical cyclone wind estimation competition dataset
Manil Maskey, Rahul Ramachandran, Iksha Gurung, Brian Freitag, Muthukumaran Ramasubramanian, and Jeffrey Miller · 2022
Cited alongside, same era.
TorchMetrics - Measuring Reproducibility in PyTorch, 2022
Nicki Skafte Detlefsen, Jiri Borovec, Justus Schock, Ananya Harsh, Teddy Koker, Luca Di Liello, Daniel Stancl, Changsheng Quan, Maxim Grechkin, and William Falcon · 2022
Cited alongside, same era.
SSL4EO-L: Datasets and foundation models for Landsat imagery
Adam Stewart, Nils Lehmann, Isaac Corley, Yi Wang, Yi-Chia Chang, Nassim Ait Ali Braham, Shradha Sehgal, Caleb Robinson, and Arindam Banerjee · 2023
Later among the works it cites.
Lightweight, pre-trained transformers for remote sensing timeseries. arxiv
G Tseng, R Cartuyvels, I Zvonkov, M Purohit, D Rolnick, and H Kerner · 2023
Later among the works it cites.
Xinye Wanyan, Sachith Seneviratne, Shuchang Shen, and Michael Kirley · 2023
Later among the works it cites.
AnySat: An Earth observation model for any resolutions, scales, and modalities
Guillaume Astruc, Nicolas Gonthier, Clement Mallet, and Loic Landrieu · 2024
Later among the works it cites.
Spectralearth: Training hyperspectral foundation models at scale
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
xView3-SAR: Detecting dark fishing activity using synthetic aperture radar imagery
Fernando Paolo, Tsu-ting Tim Lin, Ritwik Gupta, Bryce Goodman, Nirav Patel, Daniel Kuster, David Kroodsma, and Jared Dunnmon · 2022
Cited alongside, same era.
TorchGeo: deep learning with geospatial data
Adam J Stewart, Caleb Robinson, Isaac A Corley, Anthony Ortiz, Juan M Lavista Ferres, and Arindam Banerjee · 2022
Cited alongside, same era.
Sar data applications in earth observation: An overview
Arsenios Tsokas, Maciej Rysz, Panos M Pardalos, and Kathleen Dipple · 2022
Cited alongside, same era.
The radiometric accuracy of the 8-band multi-spectral surface reflectance from the planet superdove constellation
Yu-Hsuan Tu, Kasper Johansen, Bruno Aragon, Marcel M El Hajj, and Matthew F McCabe · 2022
Cited alongside, same era.
Self-supervised Vision Transformers for Joint SAR-optical Representation Learning, 2022
Yi Wang, Conrad M. Albrecht, and Xiao Xiang Zhu · 2022
Cited alongside, same era.
iBOT: Image BERT Pre-Training with Online Tokenizer, 2022
Jinghao Zhou, Chen Wei, Huiyu Wang, Wei Shen, Cihang Xie, Alan Yuille, and Tao Kong · 2022
Cited alongside, same era.
Channel vision transformers: An image is worth c x 16 x 16 words
Yujia Bao, Srinivasan Sivanandan, and Theofanis Karaletsos · 2023
Cited alongside, same era.
Nassim Ait Ali Braham, Conrad M Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, and Xiao Xiang Zhu · 2024
Later among the works it cites.
reben: Refined bigearthnet dataset for remote sensing image analysis
Kai Norman Clasen, Leonard Hackel, Tom Burgert, Gencer Sumbul, Begüm Demir, and Volker Markl · 2024
Later among the works it cites.
Bridging remote sensors with multisensor geospatial foundation models
Boran Han, Shuai Zhang, Xingjian Shi, and Markus Reichstein · 2024
Later among the works it cites.
Geospatial foundation models for image analysis: Evaluating and enhancing nasa-ibm prithvi’s domain adaptability
Chia-Yu Hsu, Wenwen Li, and Sizhe Wang · 2024
Later among the works it cites.
Hannah Kerner, Snehal Chaudhari, Aninda Ghosh, Caleb Robinson, Adeel Ahmad, Eddie Choi, Nathan Jacobs, Chris Holmes, Matthias Mohr, Rahul Dodhia, et al · 2024
Later among the works it cites.
Stars: Sensor-agnostic transformer architecture for remote sensing
Ethan King, Jaime Rodriguez, Diego Llanes, Timothy Doster, Tegan Emerson, and James Koch · 2024
Later among the works it cites.
Geo-bench: Toward foundation models for earth monitoring
Alexandre Lacoste, Nils Lehmann, Pau Rodriguez, Evan Sherwin, Hannah Kerner, Björn Lütjens, Jeremy Irvin, David Dao, Hamed Alemohammad, Alexandre Drouin, et al · 2024
Later among the works it cites.
Mmearth: Exploring multi-modal pretext tasks for geospatial representation learning
Vishal Nedungadi, Ankit Kariryaa, Stefan Oehmcke, Serge Belongie, Christian Igel, and Nico Lang · 2024
Later among the works it cites.
Rethinking transformers pre-training for multi-spectral satellite imagery
Mubashir Noman, Muzammal Naseer, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, and Fahad Shahbaz Khan · 2024
Later among the works it cites.
Senpa-mae: Sensor parameter aware masked autoencoder for multi-satellite self-supervised pretraining
Jonathan Prexl and Michael Schmitt · 2024
Later among the works it cites.
Mission critical–satellite data is a distinct modality in machine learning
Esther Rolf, Konstantin Klemmer, Caleb Robinson, and Hannah Kerner · 2024
Later among the works it cites.
Extending global-local view alignment for self-supervised learning with remote sensing imagery, 2024
Xinye Wanyan, Sachith Seneviratne, Shuchang Shen, and Michael Kirley · 2024
Later among the works it cites.
One for all: Toward unified foundation models for Earth vision
Zhitong Xiong, Yi Wang, Fahong Zhang, and Xiao Xiang Zhu · 2024
Later among the works it cites.
Lixian Zhang, Yi Zhao, Runmin Dong, Jinxiao Zhang, Shuai Yuan, Shilei Cao, Mengxuan Chen, Juepeng Zheng, Weijia Li, Wei Liu, Wayne Zhang, Litong Feng, and Haohuan Fu · 2024
Later among the works it cites.
Understanding planetscope instruments, 2025
Planet Labs PBC · 2025
Closest in time.
To enhance sustainable development goal research, open up commercial satellite image archives
Philippe Rufin, Patrick Meyfroidt, Felicia O Akinyemi, Lyndon Estes, Esther Shupel Ibrahim, Meha Jain, Hannah Kerner, Sá Nogueira Lisboa, David Lobell, Catherine Nakalembe, et al · 2025
Closest in time.
Galileo: Learning global and local features in pretrained remote sensing models
Gabriel Tseng, Anthony Fuller, Marlena Reil, Henry Herzog, Patrick Beukema, Favyen Bastani, James R Green, Evan Shelhamer, Hannah Kerner, and David Rolnick · 2025
Closest in time.
Towards a unified copernicus foundation model for earth vision, 2025
Yi Wang, Zhitong Xiong, Chenying Liu, Adam J. Stewart, Thomas Dujardin, Nikolaos Ioannis Bountos, Angelos Zavras, Franziska Gerken, Ioannis Papoutsis, Laura Leal-Taixé, and Xiao Xiang Zhu · 2025
Closest in time.