diff --git a/.gitattributes b/.gitattributes
index bed0738c7eeb449bca98b5d2f33c89a1ee56349a..019e9f56ce255e503d4bdbb6a99bb633c167b5f2 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -58,3 +58,252 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
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diff --git a/README.md b/README.md
index b187bb7e7d837a367ccd0862441947ad412c77f7..f042e653fca48cdb80bb579036fd6f0b2fcecec3 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,64 @@
 ---
 license: cc-by-4.0
+tags:
+- Marine planning
+- Earth Observation
+- Ship Detection
+- Sentinel-1
+- Sentinel-2
+- SSL4EO-S12
+size_categories:
+- 1K<n<10K
+task_categories:
+- object-detection
 ---
+
+# SSL4EO-S12- / NeuCo-Bench-ready downstream tasks for marine planning and maritime applications
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/66f8758c91a4135d96b80176/GvKmRe3BjFSEqPu_dApQo.png)
+
+This dataset constitutes 2010 image data cubes of Sentinel-1 (S1) GRD data, each containing a single, verified, ship to be used for maritime planning.
+The ship locations are derived from public AIS data provided by the US [Marine Cadastre](https://hub.marinecadastre.gov/pages/vesseltraffic) (cf. <https://www.fisheries.noaa.gov/inport/item/69515>) around 13 US ports [1].
+A majority of the imagery is over open water, but a subset contains land or are over rivers.
+The Sentinel-1 images are provided in GeoTIFF (`.tif`), including metadata, and constitutes the VV and VH polarizations -- in this order.
+
+In addition, we provide completely cloud-covered Sentinel-2 (S2) images for compatibility with [SSL4EO-S12-downstream](https://huggingface.co/datasets/embed2scale/SSL4EO-S12-downstream), i.e., 264x264 pixel images and the same bands for all modalities.
+The total size of the dataset is 14 GB, where the size of S1 adds to 2.3 GB.
+
+## Metadata and Labels
+
+In addition to the S1 (and S2) data cubes, we provide a metadata CSV-file with information on vessel bounding box, location (center point of bounding box) and timestamp of the SSL4EO-S12 data cubes and the (single) ship contained (vessel type, dimensions, cargo type, location).
+The vessel characteristics are drawn from [AIS meta information](https://navapi.com/docs/3-8-ais-framework-definitions/). In particular, we provide:
+
+- `loc_id`: code for center point of image
+- `time_id`: code for date of S1 image
+- `timestamp_s1`: Unix timestamp of S1 image
+- `vessel_type`: Vessel type
+- `vessel_length`: Length of vessel in meters
+- `vessel_width`: Width of vessel in meters
+- `vessel_draft`: Distance between waterline and bottom of vessel hull in meters
+- `vessel_cargo`: Cargo type
+- `ship_longitude`: Longitude of ship center given by bounding box
+- `ship_latitude`: Latitude of ship center given by bounding box
+- `geometry`: Bounding box of ship in WKT format 
+- `ship_x`: Horizontal pixel location of ship center given by bounding box
+- `ship_y`: Vertical pixel location of ship center given by bounding box
+- `file_name`: File name of S1 and S2, without file extension
+
+We also provide [NeuCo-Bench](https://github.com/embed2scale/NeuCo-Bench)-ready label files under `labels/`. 
+
+## (Optional) Sentinel-2 datacubes for compatibility with SSL4EO-S12
+
+Supplementary to the S1 data cubes, we provide colocated and coprojected S2 data, L1C (top-of-atmosphere) and L2A (atmospherically corrected) products.
+These are provided for compatibility with the other [SSL4EO-S12-downstream](https://huggingface.co/datasets/embed2scale/SSL4EO-S12-downstream) datasets.
+We assembled S2 data cubes with 100% cloud cover. Any [NeuCo-Bench](https://github.com/embed2scale/NeuCo-Bench) compression model needs to preserve information on the ship location from S1.
+
+We designed the SSL4EO-S12 data loader such that the S1 data is copied to all four seasons of the S2 data. S2 data are provided as compressed zarr-files, with file extension `.zarr.zip`.
+
+## Note on License
+
+This work is licensed under CC BY 4.0. It incorporates public-domain data from NOAA [1]. The vessel characteristics is derived from data produced by the NOAA Office for Coastal Management (Marine Cadastre) and the U.S. Coast Guard, agencies of the U.S. Government. Such material is not subject to copyright protection within the United States. Foreign copyrights may apply. The CC BY 4.0 license applies only to copyrightable contributions made by the authors and does not alter the public-domain status of the underlying NOAA data. Moreover, HuggingFace and you should never charge on using this dataset as detailed in the NOAA FAQs provided by section _Appropriate Use_ in <https://coast.noaa.gov/data/marinecadastre/ais/faq.pdf>.
+
+
+## References
+[1] NOAA Office for Coastal Management. (2020-2024). Vessel traffic broadcast points [dataset]. Marine Cadastre. https://marinecadastre.gov.
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