diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..1ef325f1b111266a6b26e0196871bd78baa8c2f3 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,59 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.lz4 filter=lfs diff=lfs merge=lfs -text +*.mds filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +# Audio files - uncompressed +*.pcm filter=lfs diff=lfs merge=lfs -text +*.sam filter=lfs diff=lfs merge=lfs -text +*.raw filter=lfs diff=lfs merge=lfs -text +# Audio files - compressed +*.aac filter=lfs diff=lfs merge=lfs -text +*.flac filter=lfs diff=lfs merge=lfs -text +*.mp3 filter=lfs diff=lfs merge=lfs -text +*.ogg filter=lfs diff=lfs merge=lfs -text +*.wav filter=lfs diff=lfs merge=lfs -text +# Image files - uncompressed +*.bmp filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.tiff filter=lfs diff=lfs merge=lfs -text +# Image files - compressed +*.jpg filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.webp filter=lfs diff=lfs merge=lfs -text +# Video files - compressed +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.webm filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..8f39e033530eaba5bfaee0c8299955028a5a5cb2 --- /dev/null +++ b/README.md @@ -0,0 +1,75 @@ +--- +license: cc-by-sa-4.0 +tags: +- embeddings +- earth-observation +- remote-sensing +- sentinel-2 +- satellite +- geospatial +- multi-spectral +- satellite-imagery +pretty_name: a +--- + + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/6304c06eeb6d777a838eab63/JDxneZWkFfnfz6r_32zuF.png) + +# Core-S2L1C-SSL4EO 🟥🟩🟦🟧🟨🟪 🛰️ +| Dataset | Modality | Number of Embeddings | Sensing Type | Total Comments | Source Dataset | Source Model | Size | +|:--------:|:--------------:|:-------------------:|:------------:|:--------------:|:--------------:|:--------------:|:--------------:| +|Core-S2L1C-SSL4EO|Sentinel-2 (Level 1C)|56,147,150|Multi-Spectral|General-Purpose Global|[Core-S2L1C](https://huggingface.co/datasets/Major-TOM/Core-S2L1C)|[SSL4EO-ResNet50-DINO](https://github.com/zhu-xlab/SSL4EO-S12)|252.9 GB| + +## Content +| Field | Type | Description | +|:-----------------:|:--------:|-----------------------------------------------------------------------------| +| unique_id | string | hash generated from geometry, time, product_id, and embedding model | +| embedding | array | raw embedding array | +| grid_cell | string | Major TOM cell | +| grid_row_u | int | Major TOM cell row | +| grid_col_r | int | Major TOM cell col | +| product_id | string | ID of the original product | +| timestamp | string | Timestamp of the sample | +| centre_lat | float | Centre of the fragment latitude | +| centre_lon | float | Centre of the fragment longitude | +| geometry | geometry | Polygon footprint (WGS84) of the fragment | +| utm_footprint | string | Polygon footprint (image UTM) of the fragment | +| utm_crs | string | CRS of the original product | +| pixel_bbox | bbox | Boundary box of the fragment (pixels) + +## Input data +* Sentinel-2 (Level 1C) multispectral dataset global coverage +* All samples from [**MajorTOM Core-S2L1C**](https://huggingface.co/datasets/Major-TOM/Core-S2L1C) +* Image input size: **224 x 224** pixels, target overlap: 10%, border_shift: True + +## Model +The image encoder of the [**SSL4EO-ResNet50-DINO model**](https://github.com/zhu-xlab/SSL4EO-S12) was used to extract embeddings. + +## Example Use +Interface scripts are available at +```python +from datasets import load_dataset +dataset = load_dataset("Major-TOM/Core-S2L1C-SSL4EO") +``` +## Generate Your Own Embeddings + +The [**embedder**](https://github.com/ESA-PhiLab/Major-TOM/tree/main/src/embedder) subpackage of Major TOM provides tools for generating embeddings like this ones. You can see an example of this in a dedicated notebook at (link). +[![GitHub](https://img.shields.io/badge/GitHub-Generate%20Your%20Own%20Embeddings-blue?logo=github&style=flat-square)](https://github.com/ESA-PhiLab/Major-TOM/tree/main/src/embedder) + +--- +## Major TOM Global Embeddings Project 🏭 +This dataset is a result of a collaboration between [**CloudFerro**](https://cloudferro.com/) 🔶 and [**Φ-lab, European Space Agency (ESA)**](https://philab.esa.int/) 🛰️ set up in order to provide open and free vectorised expansions of Major TOM datasets and define a standardised manner for releasing Major TOM embedding expansions. + +The embeddings extracted from common AI models make it possible to browse and navigate large datasets like Major TOM with reduced storage and computational demand. + +The datasets were computed on the [**GPU-accelerated instances**](https://cloudferro.com/ai/ai-computing-services/)⚡ provided by [**CloudFerro**](https://cloudferro.com/) 🔶 on the [**CREODIAS**](https://creodias.eu/) cloud service platform 💻☁️. +Discover more at [**CloudFerro AI services**](https://cloudferro.com/ai/). + +## Authors +[**Marcin Kluczek (CloudFerro)**](https://www.linkedin.com/in/marcin-kluczek-03852a1a8/), [**Mikolaj Czerkawski (Φ-lab, European Space Agency)**](https://mikonvergence.github.io), [**Jędrzej S. Bojanowski (CloudFerro)**](https://www.linkedin.com/in/j%C4%99drzej-s-bojanowski-a5059872/) + +# Cite +[![arxiv](https://img.shields.io/badge/Open_Access-arxiv:2402.12095-b31b1b)](https://arxiv.org/) + + +Powered by [Φ-lab, European Space Agency (ESA) 🛰️](https://philab.esa.int/) in collaboration with [CloudFerro 🔶](https://cloudferro.com/) \ No newline at end of file diff --git a/embeddings/part_00001-00050.parquet b/embeddings/part_00001-00050.parquet new file mode 100644 index 0000000000000000000000000000000000000000..c9414f41f970f2f50a3dcb2486a8a5b37b5f269f --- /dev/null +++ b/embeddings/part_00001-00050.parquet @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fcb6f5cda07a16cd668b15faae0025a726e2a1c638b1bd05405b9176154a584b +size 4024850332 diff --git a/embeddings/part_00051-00100.parquet b/embeddings/part_00051-00100.parquet new file mode 100644 index 0000000000000000000000000000000000000000..db6d5b83a0e6adb6f740ba6a87b6a3b57c90a27f --- /dev/null +++ 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