OmniSat: Self-Supervised Modality Fusion for Earth Observation

12 April 2024

Loic Landrieu

Papers citing "OmniSat: Self-Supervised Modality Fusion for Earth Observation"

26 / 26 papers shown

Title
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 34 0 0 06 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 19 0 0 25 Apr 2025
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval Shabnam Choudhury Yash Salunkhe Sarthak Mehrotra Biplab Banerjee 29 0 0 04 Apr 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 Y. Wang 42 0 0 28 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 35 0 0 25 Mar 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 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 36 1 0 14 Mar 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection Romain Thoreau Valerio Marsocci Dawa Derksen AI4CE 61 2 0 12 Mar 2025
DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications Ibrahim Fayad Max Zimmer Martin Schwartz P. Ciais Fabian Gieseke Gabriel Belouze Sarah Brood A. D. Truchis Alexandre d’Aspremont AI4TS 35 0 0 24 Feb 2025
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models Nikolaos Dionelis Jente Bosmans Nicolas Longepe 48 0 0 19 Feb 2025
Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach Francisco Mena Diego Arenas A. Dengel 26 0 0 03 Jan 2025
Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation Hao Zhu Yan Zhu Jiayu Xiao Tianxiang Xiao Yike Ma Yucheng Zhang Feng Dai 75 0 0 05 Dec 2024
Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation Francisco Mena Diego Arenas A. Dengel OOD 16 0 0 22 Jul 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 22 3 0 11 Jul 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 67 12 0 22 Mar 2024
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing Jakob Hackstein Gencer Sumbul Kai Norman Clasen Begum Demir 12 7 0 15 Jan 2024
Revisiting pre-trained remote sensing model benchmarks: resizing and normalization matters Isaac Corley Caleb Robinson Rahul Dodhia J. L. Ferres Peyman Najafirad 39 14 0 22 May 2023
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 66 42 0 27 Apr 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 110 165 0 30 Dec 2022
SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud Removal Patrick Ebel Yajin Xu M. Schmitt Xiaoxiang Zhu 35 85 0 24 Jan 2022
Omnivore: A Single Model for Many Visual Modalities Rohit Girdhar Mannat Singh Nikhil Ravi L. V. D. van der Maaten Armand Joulin Ishan Misra 209 222 0 20 Jan 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
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 69 101 0 16 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery Esther Rolf J. Proctor T. Carleton I. Bolliger Vaishaal Shankar Miyabi Ishihara Benjamin Recht S. Hsiang 77 116 0 16 Oct 2020
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 420 15,438 0 02 Nov 2015