Merge branch 'main' of https://huggingface.co/datasets/H1deaki/MethaneS2CM

README.md

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-license: cc-by-nc-4.0
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+---
+license: cc-by-nc-4.0
+---
+
+# Introduction
+
+This is a methane emission detection dataset designed for tasks such as **methane emission classification** and **segmentation**. For each sample, the dataset includes data from three days: the **leak day (T)**, **T-90**, and **T-365**, along with the corresponding **plume mask** and **plume label** (binary).
+
+The dataset was created by integrating data from **CarbonMapper** and **Sentinel-2**, followed by preprocessing steps such as reprojection, resizing, and cropping. Each sample is formatted as a **32x32 size** patch, as our experiments demonstrated that this size yields the best performance for the intended tasks.
+
+For further details on the dataset and the associated experiments, please refer to our paper.
+
+
+## Data Sources
+
+This dataset is derived from the following sources:
+
+1. **Sentinel-2**: Provided by the European Space Agency (ESA), Sentinel-2 is a high-resolution Earth observation satellite series primarily used for land monitoring, agriculture, forestry, and environmental management. For more information about Sentinel-2, visit the [ESA Sentinel-2 website](https://sentinel.esa.int/web/sentinel/missions/sentinel-2).
+
+2. **CarbonMapper**: This initiative focuses on high-resolution hyperspectral remote sensing to monitor greenhouse gas emissions and air pollutants, supporting global efforts to address climate change. For more information, visit the [CarbonMapper website](https://carbonmapper.org).
+
+Both sources have been preprocessed to meet the specific requirements of this dataset and standardized for ease of use.
+
+# Overview
+
+## Raw Collection
+Raw Collection: [S2CM_RAW](https://huggingface.co/datasets/H1deaki/S2CM_RAW)
+- **L2A product**: Collected **6347 samples** from **4285 plumes**.
+- **L1C product**: Collected **7251 samples** from **4974 plumes**.
+
+## Dataset Splits
+The dataset is divided into three splits:
+1. **L1C_temporal_split_32x32**
+2. **L2A_temporal_split_32x32**
+3. **L2A_location_split_32x32**
+
+Below is a summary of the splits:
+
+| Split Name                 | Training Samples | Testing Samples |
+|----------------------------|------------------|-----------------|
+| L1C_temporal_split_32x32   | 96,219           | 19,459          |
+| L2A_temporal_split_32x32   | 80,660           | 20,319          |
+| L2A_location_split_32x32   | 80,217           | 20,789          |
+
+# Citation
+
+TBD
+
+# License
+
+The MethaneS2CM dataset is licensed under the CC-BY-NC-4.0 license.
+
+# Acknowledgments
+
+We thank the European Space Agency (ESA) and the CarbonMapper initiative for their efforts in open data sharing. Their work enables valuable research and development in the field.

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