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Evaluating and Benchmarking Foundation Models for Earth Observation and
  Geospatial AI

Evaluating and Benchmarking Foundation Models for Earth Observation and Geospatial AI

26 June 2024
Nikolaos Dionelis
Casper Fibaek
Luke Camilleri
Andreas Luyts
Jente Bosmans
B. L. Saux
ArXiv (abs)PDFHTML

Papers citing "Evaluating and Benchmarking Foundation Models for Earth Observation and Geospatial AI"

6 / 6 papers shown
Title
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models
Nikolaos Dionelis
Jente Bosmans
Nicolas Longépé
205
0
0
19 Feb 2025
Foundation Models for Weather and Climate Data Understanding: A
  Comprehensive Survey
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey
Shengchao Chen
Guodong Long
Jing Jiang
Dikai Liu
Chengqi Zhang
SyDaAI4CE
89
25
0
05 Dec 2023
GEO-Bench: Toward Foundation Models for Earth Monitoring
GEO-Bench: Toward Foundation Models for Earth Monitoring
Alexandre Lacoste
Nils Lehmann
Pau Rodríguez López
Evan D. Sherwin
Hannah Kerner
...
David Vazquez
Dava Newman
Yoshua Bengio
Stefano Ermon
Xiao Xiang Zhu
SSLALMAI4CE
65
62
0
06 Jun 2023
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for
  Self-Supervised Learning in Earth Observation
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation
Yi Wang
Nassim Ait Ali Braham
Zhitong Xiong
Chenying Liu
C. Albrecht
Xiao Xiang Zhu
82
72
0
13 Nov 2022
SegFormer: Simple and Efficient Design for Semantic Segmentation with
  Transformers
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
Enze Xie
Wenhai Wang
Zhiding Yu
Anima Anandkumar
J. Álvarez
Ping Luo
ViT
288
5,030
0
31 May 2021
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote
  Sensing Data
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data
Oscar Manas
Alexandre Lacoste
Xavier Giró-i-Nieto
David Vazquez
Pau Rodríguez López
72
264
0
30 Mar 2021
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