Cloud Detection from Sentinel-2 Images Using DeepLabV3+ and Swin Transformer Models
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Kang, Jonggu
(Department of Spatial Information Engineering, Division of Earth Environmental System Science, Pukyong National University)
Park, Ganghyun (Department of Spatial Information Engineering, Division of Earth Environmental System Science, Pukyong National University) Kim, Geunah (Department of Spatial Information Engineering, Division of Earth Environmental System Science, Pukyong National University) Youn, Youjeong (Department of Spatial Information Engineering, Division of Earth Environmental System Science, Pukyong National University) Choi, Soyeon (Department of Spatial Information Engineering, Division of Earth Environmental System Science, Pukyong National University) Lee, Yangwon (Department of Spatial Information Engineering, Division of Earth Environmental System Science, Pukyong National University) |
1 | ESA (European Space Agency), 2022. Cloud Masks, https://sentinels.copernicus.eu/web/sentinel/technical-guides/sentinel-2-msi/level-1c/cloud-masks, Accessed on Nov. 30, 2022. |
2 | REF (Radiant Earth Foundation), 2022. Sentinel-2 Cloud Cover Segmentation Dataset, https://mlhub.earth/data/ref_cloud_cover_detection_challenge_v1, Accessed on Nov. 30, 2022. |
3 | Chen, L.C., Y. Zhu, G. Papandreou, F. Schroff, and H. Adam, 2018. Encoder-decoder with atrous separable convolution for semantic image segmentation, arXiv preprint arXiv:1802.02611. https://doi.org/10.48550/arXiv.1802.02611 DOI |
4 | Dosovitskiy, A., L. Beyer, A. Kolesnikov, D. Weissenborn, X. Zhai, T. Unterthiner, M. Dehghani, M. Minderer, G. Heigold, S. Gelly, J. Uszkoreit, and N. Houlsby, 2020. An Image is Worth 16 × 16 Words: Transformers for Image recognition at scale, arXiv preprint arXiv:2010.11929. https://doi.org/10.48550/arXiv.2010.11929 DOI |
5 | Liu, Z., Y. Lin, Y. Cao, H. Hu, Y. Wei, Z. Zhang, S. Lin, and B. Guo, 2021. Swin Transformer: Hierarchical vision transformer using shifted windows, arXiv preprint arXiv:2103.14030. https://doi.org/10.48550/arXiv.2103.14030 DOI |
6 | Kang, J., G. Kim, Y. Jeong, S. Kim, Y. Youn, S. Cho, and Y. Lee, 2021. U-Net cloud detection for the SPARCS cloud dataset from Landsat 8 images, Korean Journal of Remote Sensing, 37(5-1): 1149-1161. https://doi.org/10.7780/kjrs.2021.37.5.1.25 DOI |
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