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diff --git a/README.md b/README.md
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index 0000000000000000000000000000000000000000..f33de9360b1f419463568d7c779b14ce3494f21a
--- /dev/null
+++ b/README.md
@@ -0,0 +1,117 @@
+---
+license: etalab-2.0
+size_categories:
+- 1K<n<10K
+task_categories:
+- image-classification
+- image-segmentation
+tags:
+- remote sensing
+- Agricultural
+---
+
+# 🌱 PASTIS-HD 🌿 Panoptic Agricultural Satellite TIme Series : optical time series, radar time series and very high resolution image
+
+[PASTIS](https://github.com/VSainteuf/pastis-benchmark) is a benchmark dataset for panoptic and semantic segmentation of agricultural parcels from satellite time series. 
+It contains 2,433 patches within the French metropolitan territory with panoptic annotations (instance index + semantic label for each pixel). 
+Each patch is a Sentinel-2 multispectral image time series of variable lentgh. 
+
+This dataset have been extended in 2021 with aligned radar Sentinel-1 observations for all 2433 patches.  
+For each patch, it constains approximately 70 observations of Sentinel-1 in ascending orbit, and 70 observations in descending orbit. Each each Sentinel1 observation is assembled into a 3-channel image: vertical polarization (VV), horizontal polarisation (VH), and the ratio vertical over horizontal polarization (VV/VH). This extension is named PASTIS-R.
+
+We extend PASTIS with aligned very high resolution satellite images from SPOT 6-7 constellation for all 2433 patches in addition to the Sentinel-1 and 2 time series. 
+The image are resampled to a 1m resolution and converted to 8 bits. 
+This enhancement significantly improves the dataset's spatial content, providing more granular information for agricultural parcel segmentation.
+**PASTIS-HD** can be used to evaluate multi-modal fusion methods (with optical time series, radar time series and VHR images) for parcel-based classification, semantic segmentation, and panoptic segmentation.  
+
+This dataset is used in the paper [MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data](https://huggingface.co/papers/2508.10894).
+The code for MAESTRO is available at: [https://github.com/ignf/maestro](https://github.com/ignf/maestro)
+
+## Dataset in numbers
+
+🛰️ Sentinel 2                                    | 🛰️ Sentinel 1                                          | 🛰️ **SPOT 6-7 VHR**    | 🗻 Annotations
+:-------------------------------------------- | :-------------------------------------------------- | :------------------------------| :------------------------------
+➡️ 2,433 time series          | ➡️ 2 time 2,433 time series | ➡️ **2,433 images** | 124,422 individual parcels 
+➡️ 10m / pixel | ➡️ 10m / pixel | ➡️ **1.5m / pixel** | covers ~4,000 km²
+➡️ 128x128 pixels / images | ➡️ 128x128 pixels / images | ➡️ **1280x1280 pixels / images** | over 2B pixels 
+➡️ 38-61 acquisitions / series | ➡️ ~ 70 acquisitions / series | ➡️ **One observation** | 18 crop types   
+➡️  10 spectral bands      |➡️  2 spectral bands | ➡️  **3 spectral bands** | 
+
+⚠️ The **SPOT data are natively 1.5m resolution**, but we over-sampled them at 1m to align them pixel-perfect with Sentinel data.
+
+![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6582b7dd75754a803e484487/sxmnCAGs0p2u_PALLsqyN.jpeg)
+
+## Data loading
+
+The Github repository associated to this dataset contains a PyTorch dataset class of [the OmniSat repository](https://github.com/gastruc/OmniSat/blob/main/src/data/Pastis.py) that can be readily used to load data for training models on PASTIS-HD.
+The time series contained in PASTIS have variable lengths. 
+The Sentinel 1 and 2 time series are stored in numpy array. The SPOT images are in TIFF format.
+The annotations are in numpy array too. 
+
+⚠️ The S2 and S1 folders contains more than 2433 files on the contrary to the labels folder. Some patches are not labelled and not used for training. 
+The relevant information can be find in the metadata.geojson file (with 2433 entries), which is used as an index by the dataloader.
+
+### Remark about the folder names
+
+⚠️ The **DATA_S1A** folder contains the Sentinel-1 **ascendent** images whereas the **DATA_S1D** folder contains the Sentinel-1 **descendant** images. 
+
+## Ground Truth Annotations
+
+The agricultural parcels are grouped into 18 different crop classes as shown in the table below. The backgroud class corresponds to non-agricultural land, and the void label for parcels that are mostly outside their patch.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6582b7dd75754a803e484487/aHQB0uq4cqBX-7hkCkpFn.png)
+
+Additional information about the dataset can be found in the documentation/pastis-documentation.pdf document.
+
+## Credits
+
+- The Sentinel imagery used in PASTIS was retrieved from [THEIA](www.theia.land.fr): 
+"Value-added data processed by the CNES for the Theia www.theia.land.fr data cluster using Copernicus data.
+The treatments use algorithms developed by Theia’s Scientific Expertise Centres. "
+
+- The annotations used in PASTIS stem from the French [land parcel identification system](https://www.data.gouv.fr/en/datasets/registre-parcellaire-graphique-rpg-contours-des-parcelles-et-ilots-culturaux-et-leur-groupe-de-cultures-majoritaire/) produced
+ by IGN.
+
+- The SPOT images are opendata thanks to the Dataterra Dinamis initiative in the case of the ["Couverture France DINAMIS"](https://dinamis.data-terra.org/opendata/) program.
+
+## References
+If you use PASTIS please cite the [related paper](https://arxiv.org/abs/2107.07933):
+```
+@article{garnot2021panoptic,
+  title={Panoptic Segmentation of Satellite Image Time Series
+with Convolutional Temporal Attention Networks},
+  author={Sainte Fare Garnot, Vivien  and Landrieu, Loic},
+  journal={ICCV},
+  year={2021}
+}
+```
+
+For the PASTIS-R optical-radar fusion dataset, please also cite [this paper](https://arxiv.org/abs/2112.07558v1):
+```
+@article{garnot2021mmfusion,
+  title    = {Multi-modal temporal attention models for crop mapping from satellite time series},
+  journal  = {ISPRS Journal of Photogrammetry and Remote Sensing},
+  year     = {2022},
+  doi      = {https://doi.org/10.1016/j.isprsjprs.2022.03.012},
+  author   = {Vivien {Sainte Fare Garnot} and Loic Landrieu and Nesrine Chehata},
+}
+```
+
+For the PASTIS-HD with the 3 modalities optical-radar time series plus VHR images dataset, please also cite [this paper](https://arxiv.org/abs/2404.08351):
+```
+@article{astruc2024omnisat,
+  title={Omni{S}at: {S}elf-Supervised Modality Fusion for {E}arth Observation},
+  author={Astruc, Guillaume and Gonthier, Nicolas and Mallet, Clement and Landrieu, Loic},
+  journal={ECCV},
+  year={2024}
+}
+```
+If you use the MAESTRO model or find its evaluation on this dataset useful, please cite:
+```bibtex
+@article{labatie2025maestro,
+  title={MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data},
+  author={Labatie, Antoine and Vaccaro, Michael and Lardiere, Nina and Garioud, Anatol and Gonthier, Nicolas},
+  journal={arXiv preprint arXiv:2508.10894},
+  year={2025}
+}
+```
\ No newline at end of file
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diff --git a/documentation/label_names.json b/documentation/label_names.json
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+{
+  "0": "Background",
+  "1": "Meadow",
+  "2": "Soft winter wheat",
+  "3": "Corn",
+  "4": "Winter barley",
+  "5": "Winter rapeseed",
+  "6": "Spring barley",
+  "7": "Sunflower",
+  "8": "Grapevine",
+  "9": "Beet",
+  "10": "Winter triticale",
+  "11": "Winter durum wheat",
+  "12": "Fruits,  vegetables, flowers",
+  "13": "Potatoes",
+  "14": "Leguminous fodder",
+  "15": "Soybeans",
+  "16": "Orchard",
+  "17": "Mixed cereal",
+  "18": "Sorghum",
+  "19": "Void label"
+} 
\ No newline at end of file
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