ML Research Wiki / Benchmarks / Image Classification / EuroSAT

EuroSAT

Image Classification Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: Accuracy (%)

Top Performing Models

Rank Model Paper Accuracy (%) Date Code
1 IMP+MTP(IntenImage-XL) MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 99.24 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
2 µ2Net+ (ViT-L/16) A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems 99.22 2022-09-15 📦 google-research/google-research
3 µ2Net (ViT-L/16) An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems 99.20 2022-05-25 📦 google-research/google-research
4 ResNet50 📚 In-domain representation learning for remote sensing 99.20 2019-11-15 📦 google-research/google-research
5 WaveMix Which Backbone to Use: A Resource-efficient Domain Specific Comparison for Computer Vision 98.96 2024-06-09 📦 pranavphoenix/Backbones
6 MoCo-v2 (ResNet18, fine tune) 📚 Self-supervised Learning in Remote Sensing: A Review 98.90 2022-06-27 📦 zhu-xlab/ssl4eo-review 📦 zhu-xlab/dino-mm 📦 hewanshrestha/why-self-supervision-in-time
7 DINO-MC (Wide ResNet) 📚 Extending global-local view alignment for self-supervised learning with remote sensing imagery 98.78 2023-03-12 📦 wennyxy/dino-mc
8 MAE+MTP(ViT-L+RVSA) MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 98.78 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
9 MAE+MTP(ViT-B+RVSA) MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 98.76 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
10 MSMatch Multispectral MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels 98.65 2021-03-18 📦 gomezzz/MSMatch

All Papers (14)

vitae-transformer/mtp cuzyoung/crossearth
google-research/google-research
google-research/google-research
google-research/google-research
pranavphoenix/Backbones
zhu-xlab/ssl4eo-review zhu-xlab/dino-mm hewanshrestha/why-self-supervision-in-time
wennyxy/dino-mc
vitae-transformer/mtp cuzyoung/crossearth
vitae-transformer/mtp cuzyoung/crossearth
gomezzz/MSMatch
gomezzz/MSMatch
facebookresearch/vissl
wennyxy/dino-mc

Self-supervised Learning in Remote Sensing: A Review

2022
MoCo-v2 (ResNet18, linear eval)
zhu-xlab/ssl4eo-review zhu-xlab/dino-mm hewanshrestha/why-self-supervision-in-time