datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
BigEarthNetV2-LMDB
TU Berlin
RSiM
DIMA
BigEarth
BIFOLD
reBEN (pre-converted to LMDB)
⚠️ Unofficial mirror. This is an unofficial, community-providedpre-conversion of the BigEarthNet v2.0 (reBEN) dataset into LMDB format. It is provided as a convenience for researchers who wish to get started quickly without running the full conversion pipeline. In case of any discrepancy, the original publication and the original files always take precedence. Please refer to the authoritative… See the full description on the dataset page: https://huggingface.co/datasets/hackelle/BigEarthNetV2-LMDB.BigEarthNetV2-Lithuania-Summer-LMDB
TU Berlin
RSiM
DIMA
BigEarth
BIFOLD
reBEN — Lithuania Summer Subset (pre-converted to LMDB)
⚠️ Unofficial mirror. This is an unofficial, community-provided pre-conversion of a subset of the BigEarthNet v2.0 (reBEN) dataset into LMDB format. It is provided as a convenience for researchers who wish to get started quickly without running the full conversion pipeline. In case of any discrepancy, the original publication and the original files always take… See the full description on the dataset page: https://huggingface.co/datasets/hackelle/BigEarthNetV2-Lithuania-Summer-LMDB.bigearthnet
BigEarthNet - HDF5 version
This repository contains an export of the existing BigEarthNet dataset in HDF5 format. All Sentinel-2 acquisitions are exported according to TorchGeo's dataset (120x120 pixels resolution).
Sentinel-1 is not contained in this repository for the moment.
CSV files contain for each satellite acquisition the corresponding HDF5 file and the index.
A PyTorch dataset class which can be used to iterate over this dataset can be found here, as well as the script used… See the full description on the dataset page: https://huggingface.co/datasets/lc-col/bigearthnet.BigEarthNet-19-HMLC
Extended label set of BigEarthNet-19 for Hierarchical Multi-Label Classification
This dataset contains an extended version of the original label set of BigEarthNet-19 for Hierarchical Multi-Label Classification.
Dataset creation
It was created based on the CORINE Land Cover database of the year 2018 (CLC 2018), which provides detailed information about the land cover classes at multiple levels of the hierarchy
Loading the Dataset
To load the dataset into your… See the full description on the dataset page: https://huggingface.co/datasets/marjandl/BigEarthNet-19-HMLC.BigEarthNet-43-HMLC
Extended label set of BigEarthNet-43 for Hierarchical Multi-Label Classification
This dataset contains an extended version of the original label set of BigEarthNet-43 for Hierarchical Multi-Label Classification.
Dataset creation
It was created based on the CORINE Land Cover database of the year 2018 (CLC 2018), which provides detailed information about the land cover classes at multiple levels of the hierarchy
Loading the Dataset
To load the dataset into your… See the full description on the dataset page: https://huggingface.co/datasets/marjandl/BigEarthNet-43-HMLC.bigearthnet-v2-rgb
BigEarthNet v2.0 (reBEN) - Sentinel-2 RGB
Description
BigEarthNet v2.0 (reBEN, "refined BigEarthNet"), a multi-label land-cover classification dataset of Sentinel-2 image patches from 10 European countries. Each 1200 m x 1200 m patch (120x120 pixels at 10 m) is labelled with one or more of 19 land-cover classes. The labels come from the CORINE Land Cover 2018 map, using the 19-class BigEarthNet nomenclature.
This variant is RGB-only, stored as JPEG (quality 98… See the full description on the dataset page: https://huggingface.co/datasets/timm/bigearthnet-v2-rgb.bigearthnet-v2-rgb-nir-swir
BigEarthNet v2.0 (reBEN) - Sentinel-2 RGB + NIR + SWIR
Description
BigEarthNet v2.0 (reBEN, "refined BigEarthNet"), a multi-label land-cover classification dataset of Sentinel-2 image patches from 10 European countries. Each 1200 m x 1200 m patch (120x120 pixels at 10 m) is labelled with one or more of 19 land-cover classes. The labels come from the CORINE Land Cover 2018 map, using the 19-class BigEarthNet nomenclature.
This variant stores the tone-mapped RGB as… See the full description on the dataset page: https://huggingface.co/datasets/timm/bigearthnet-v2-rgb-nir-swir.