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--- |
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license: cc-by-nc-4.0 |
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task_categories: |
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- image-segmentation |
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language: |
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- en |
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tags: |
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- Cloud Detection |
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- Cloud Segmentation |
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- Remote Sensing Images |
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- Satellite Images |
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- HRC-WHU |
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- CloudSEN12-High |
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- GF12MS-WHU |
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- L8-Biome |
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--- |
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# Cloudseg-Datasets |
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This dataset card aims to describe the datasets used in the [cloudseg](https://github.com/XavierJiezou/cloudseg). |
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## Install |
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```bash |
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pip install huggingface-hub |
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``` |
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## Usage |
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```bash |
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# Step 1: Download datasets |
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huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include hrc_whu.zip |
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huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include gf12ms_whu.zip |
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huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include gf12ms_whu_gf2.zip |
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huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include cloudsen12_high/* |
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huggingface-cli download --repo-type dataset XavierJiezou/cloudseg-datasets --local-dir data --include l8_biome.zip |
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# Step 2: Extract datasets |
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unzip hrc_whu.zip -d hrc_whu |
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unzip gf12ms_whu.zip -d gf12ms_whu |
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cat chunk_* > cloudsen12_high.zip |
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unzip cloudsen12_high.zip -d cloudsen12_high |
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unzip l8_biome.zip -d l8_biome |
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``` |
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## Source Data |
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- hrc_whu: https://github.com/dr-lizhiwei/HRC_WHU |
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- gf12ms_whu: https://github.com/whu-ZSC/GF1-GF2MS-WHU |
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- cloudsen12_high: https://huggingface.co/datasets/csaybar/CloudSEN12-high |
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- l8_biome: https://landsat.usgs.gov/landsat-8-cloud-cover-assessment-validation-data |
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## Citation |
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```bib |
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@article{hrc_whu, |
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title = {Deep learning based cloud detection for medium and high resolution remote sensing images of different sensors}, |
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journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, |
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volume = {150}, |
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pages = {197-212}, |
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year = {2019}, |
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author = {Zhiwei Li and Huanfeng Shen and Qing Cheng and Yuhao Liu and Shucheng You and Zongyi He}, |
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} |
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@article{gf12ms_whu, |
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author={Zhu, Shaocong and Li, Zhiwei and Shen, Huanfeng}, |
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journal={IEEE Transactions on Geoscience and Remote Sensing}, |
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title={Transferring Deep Models for Cloud Detection in Multisensor Images via Weakly Supervised Learning}, |
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year={2024}, |
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volume={62}, |
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pages={1-18}, |
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} |
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@article{cloudsen12_high, |
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title={CloudSEN12, a global dataset for semantic understanding of cloud and cloud shadow in Sentinel-2}, |
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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}, |
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journal={Scientific data}, |
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volume={9}, |
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number={1}, |
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pages={782}, |
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year={2022}, |
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} |
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@article{l8_biome, |
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title = {Cloud detection algorithm comparison and validation for operational Landsat data products}, |
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journal = {Remote Sensing of Environment}, |
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volume = {194}, |
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pages = {379-390}, |
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year = {2017}, |
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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} |
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} |
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``` |
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## Contact |
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For questions, please contact Xavier Jiezou at xuechaozou (at) foxmail (dot) com. |
