Update README.md

README.md

@@ -1,3 +1,96 @@
----
-license: cc-by-nc-4.0
----
+---
+license: cc-by-nc-4.0
+task_categories:
+- image-segmentation
+language:
+- en
+tags:
+- Cloud Detection
+- Cloud Segmentation
+- Remote Sensing Images
+- Satellite Images
+- HRC-WHU
+- CloudSEN12-High
+- GF12MS-WHU
+- L8-Biome
+---
+
+# Cloud-Adapter-Datasets
+
+This dataset card aims to describe the datasets used in the [cloudseg](https://github.com/XavierJiezou/cloudseg), a collection of high-resolution satellite images and semantic segmentation masks for cloud detection and related tasks.
+
+## Install
+
+```bash
+pip install huggingface-hub
+```
+
+## Usage
+
+```bash
+# Step 1: Download datasets
+huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include hrc_whu.zip 
+huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include gf12ms_whu.zip
+huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include gf12ms_whu_gf2.zip
+huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include cloudsen12_high/*
+huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include l8_biome.zip
+
+# Step 2: Extract datasets
+unzip hrc_whu.zip -d hrc_whu
+unzip gf12ms_whu.zip -d gf12ms_whu
+cat chunk_* > cloudsen12_high.zip
+unzip cloudsen12_high.zip -d cloudsen12_high
+unzip l8_biome.zip -d l8_biome
+```
+
+## Source Data
+
+- hrc_whu: https://github.com/dr-lizhiwei/HRC_WHU
+- gf12ms_whu: https://github.com/whu-ZSC/GF1-GF2MS-WHU
+- cloudsen12_high: https://huggingface.co/datasets/csaybar/CloudSEN12-high
+- l8_biome: https://landsat.usgs.gov/landsat-8-cloud-cover-assessment-validation-data
+
+## Citation
+
+```bib
+@article{hrc_whu,
+title = {Deep learning based cloud detection for medium and high resolution remote sensing images of different sensors},
+journal = {ISPRS Journal of Photogrammetry and Remote Sensing},
+volume = {150},
+pages = {197-212},
+year = {2019},
+author = {Zhiwei Li and Huanfeng Shen and Qing Cheng and Yuhao Liu and Shucheng You and Zongyi He},
+}
+
+@article{gf12ms_whu,
+  author={Zhu, Shaocong and Li, Zhiwei and Shen, Huanfeng},
+  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
+  title={Transferring Deep Models for Cloud Detection in Multisensor Images via Weakly Supervised Learning}, 
+  year={2024},
+  volume={62},
+  pages={1-18},
+}
+
+@article{cloudsen12_high,
+  title={CloudSEN12, a global dataset for semantic understanding of cloud and cloud shadow in Sentinel-2},
+  author={Aybar, Cesar and Ysuhuaylas, Luis and Loja, Jhomira and Gonzales, Karen and Herrera, Fernando and Bautista, Lesly and Yali, Roy and Flores, Angie and Diaz, Lissette and Cuenca, Nicole and others},
+  journal={Scientific data},
+  volume={9},
+  number={1},
+  pages={782},
+  year={2022},
+}
+
+@article{l8_biome,
+    title = {Cloud detection algorithm comparison and validation for operational Landsat data products},
+    journal = {Remote Sensing of Environment},
+    volume = {194},
+    pages = {379-390},
+    year = {2017},
+    author = {Steve Foga and Pat L. Scaramuzza and Song Guo and Zhe Zhu and Ronald D. Dilley and Tim Beckmann and Gail L. Schmidt and John L. Dwyer and M. {Joseph Hughes} and Brady Laue}
+}
+```
+
+## Contact
+
+For questions, please contact Xavier Jiezou at xuechaozou (at) foxmail (dot) com.