MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning

4 May 2024

Papers citing "MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning"

26 / 26 papers shown

Title
The Moon's Many Faces: A Single Unified Transformer for Multimodal Lunar Reconstruction Tom Sander Moritz Tenthoff Kay Wohlfarth Christian Wöhler 31 0 0 08 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 41 0 0 24 Apr 2025
TerraMind: Large-Scale Generative Multimodality for Earth Observation Johannes Jakubik Felix Yang Benedikt Blumenstiel Erik Scheurer Rocco Sedona ... P. Fraccaro Thomas Brunschwiler Gabriele Cavallaro Juan Bernabé-Moreno Nicolas Longépé MLLM VLM 61 2 0 15 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 30 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 52 0 0 11 Apr 2025
S2Vec: Self-Supervised Geospatial Embeddings Shushman Choudhury Elad Aharoni Chandrakumari Suvarna Iveel Tsogsuren Abdul Rahman Kreidieh Chun-Ta Lu Neha Arora SSL AI4TS 76 0 0 10 Apr 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 38 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 61 0 0 28 Mar 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 Yixuan Wang 49 0 0 28 Mar 2025
ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning Chau Pham Juan C. Caicedo Bryan A. Plummer 47 0 0 25 Mar 2025
On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation? Francisco Mena Diego Arenas Miro Miranda A. Dengel 40 1 0 25 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 50 1 0 14 Mar 2025
RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing Fengxiang Wang H. Wang Yixuan Wang Di Wang Mingshuo Chen ... Yangang Sun Shuo Wang L. Lan Wenjing Yang Jing Zhang Mamba 80 3 0 13 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 51 1 0 13 Mar 2025
Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space Mikolaj Czerkawski Marcin Kluczek Jędrzej S. Bojanowski 83 1 0 07 Dec 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 66 25 0 17 Jun 2024
Revisiting Feature Prediction for Learning Visual Representations from Video Adrien Bardes Q. Garrido Jean Ponce Xinlei Chen Michael G. Rabbat Yann LeCun Mahmoud Assran Nicolas Ballas MDE VLM 92 73 0 15 Feb 2024
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing Jakob Hackstein Gencer Sumbul Kai Norman Clasen Begüm Demir 38 7 0 15 Jan 2024
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 77 62 0 27 Apr 2023
Mapping smallholder cashew plantations to inform sustainable tree crop expansion in Benin Leikun Yin Rahul Ghosh Chenxi Lin David Hale Christoph Weigl ... Jessica Till X. Jia Troy Mao Vipin Kumar Zhenong Jin 30 25 0 01 Jan 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 121 169 0 30 Dec 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 131 349 0 21 May 2022
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 29 76 0 17 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 309 75,834 0 18 May 2015