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

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

4 May 2024

Vishal Nedungadi

Serge J. Belongie

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

13 / 13 papers shown

Title
The Moon's Many Faces: A Single Unified Transformer for Multimodal Lunar Reconstruction Tom Sander Moritz Tenthoff Kay Wohlfarth Christian Wöhler 19 0 0 08 May 2025
COP-GEN-Beta: Unified Generative Modelling of COPernicus Imagery Thumbnails Miguel Espinosa V. Marsocci Yuru Jia Elliot J. Crowley Mikolaj Czerkawski DiffM 47 0 0 11 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 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 38 1 0 14 Mar 2025
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
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 82 70 0 15 Feb 2024
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 72 59 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 22 24 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 113 165 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 124 339 0 21 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015