Datasets › BigEarthNet
BigEarthNet
BigEarthNet consists of 590,326 Sentinel-2 image patches, each of which is a section of i) 120x120 pixels for 10m bands; ii) 60x60 pixels for 20m bands; and iii) 20x20 pixels for 60m bands.
Source: BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding
Benchmarks archive 2025-07-28
All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Multi-Label Image Classification | BigEarthNet | MoCo-v2 (ResNet50, fine tune) mAP (micro) 91.8 | SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal... | zhu-xlab/ssl4eo-s12 +3 | 10 | Compare |
| Multi-Label Image Classification | BigEarthNet (official test set) | FG-MAE (ViT-S/16) mAP (micro) 89.3 | Feature Guided Masked Autoencoder for Self-supervised... | zhu-xlab/fgmae | 6 | Compare |
| Multi-Label Image Classification | BigEarthNet-S1 (official test set) | FG-MAE (ViT-S/16) mAP (micro) 82.7 | Feature Guided Masked Autoencoder for Self-supervised... | zhu-xlab/fgmae | 3 | Compare |
Papers archive 2025-07-28
6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 85. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Feature Guided Masked Autoencoder for Self-supervised Learning in Remote Sensing | 1 | 6 | 28 Oct 2023 | not harvested |
| Extending global-local view alignment for self-supervised learning with remote sensing imagery | 1 | 1 | 12 Mar 2023 | ran 0 of 3 samples (3 unverified) |
| SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation | 4 | 5 | 13 Nov 2022 | not harvested |
| Self-supervised Learning in Remote Sensing: A Review | 3 | 1 | 27 Jun 2022 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
| Benchmarking and scaling of deep learning models for land cover image classification | 1 | 5 | 18 Nov 2021 | ran 0 of 5 samples (5 unverified) |
| In-domain representation learning for remote sensing | 1 | 1 | 15 Nov 2019 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- BigEarthNet
- BigEarthNet (official test set)
- BigEarthNet-S1 (official test set)
3 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections