Lightweight, Pre-trained Transformers for Remote Sensing Timeseries

Lightweight, Pre-trained Transformers for Remote Sensing Timeseries

27 April 2023

Ruben Cartuyvels

Papers citing "Lightweight, Pre-trained Transformers for Remote Sensing Timeseries"

13 / 13 papers shown

Title
TerraTrace: Temporal Signature Land Use Mapping System Angela Busheska Vikram Iyer B. Silva Peder Olsen Ranveer Chandra Vaishnavi Ranganathan 37 0 0 25 Feb 2025
Surveying Attitudinal Alignment Between Large Language Models Vs. Humans Towards 17 Sustainable Development Goals Qingyang Wu Ying Xu Tingsong Xiao Yunze Xiao Yitong Li ... Yichi Zhang Shanghai Zhong Yuwei Zhang Wei Lu Yifan Yang 75 1 0 17 Jan 2025
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 36 1 0 14 Sep 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 34 3 0 11 Jul 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 38 25 0 12 Apr 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 35 16 0 09 Jan 2024
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 43 5 0 01 Nov 2023
Foundation Models for Generalist Geospatial Artificial Intelligence Johannes Jakubik Sujit Roy C. Phillips P. Fraccaro Denys Godwin ... Hamed Alemohammad M. Maskey R. Ganti Kommy Weldemariam Rahul Ramachandran AI4CE VLM 21 92 0 28 Oct 2023
Reflections from the Workshop on AI-Assisted Decision Making for Conservation Lily Xu Esther Rolf Sara Beery J. Bennett T. Berger-Wolf ... P. Moorcroft Jonathan Palmer Andrew Perrault D. Thau Milind Tambe 42 3 0 17 Jul 2023
Multi-modal learning for geospatial vegetation forecasting V. Benson Claire Robin C. Requena-Mesa Lazaro Alonso Nuno Carvalhais José A. Cortés Zhihan Gao Nora Linscheid M. Weynants Markus Reichstein 30 11 0 28 Mar 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 118 169 0 30 Dec 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 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 92 122 0 16 Oct 2020