{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T09:05:15Z","timestamp":1784106315244,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":19,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819228843","type":"print"},{"value":"9789819228850","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T00:00:00Z","timestamp":1784160000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T00:00:00Z","timestamp":1784160000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-2885-0_24","type":"book-chapter","created":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T08:19:49Z","timestamp":1784103589000},"page":"303-315","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Conditional Diffusion Model-Based Approach for Satellite Image Cloud Removal"],"prefix":"10.1007","author":[{"given":"Bo Ruei","family":"Huang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cheng Yang","family":"Tsai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ping Yu","family":"Hsu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun","family":"Der Leu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ming Shien","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi Chin","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,16]]},"reference":[{"key":"24_CR1","doi-asserted-by":"crossref","unstructured":"Zou, X., et al.: DiffCR: a fast conditional diffusion framework for cloud removal from optical satellite images. arXiv preprint arXiv:2308.04417 (2023)","DOI":"10.1109\/TGRS.2024.3365806"},{"key":"24_CR2","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1016\/j.rse.2014.02.001","volume":"145","author":"DP Roy","year":"2014","unstructured":"Roy, D.P., et al.: Landsat-8: science and product vision for terrestrial global change research. Remote Sens. Environ. 145, 154\u2013172 (2014)","journal-title":"Remote Sens. Environ."},{"issue":"4","key":"24_CR3","doi-asserted-by":"publisher","first-page":"904","DOI":"10.3390\/rs15040904","volume":"15","author":"D Ma","year":"2023","unstructured":"Ma, D., Wu, R., Xiao, D., Sui, B.: Cloud removal from satellite images using a deep learning model with the cloud-matting method. Remote Sens. 15(4), 904 (2023)","journal-title":"Remote Sens."},{"key":"24_CR4","unstructured":"Ding, H., Zi, Y., Xie, F.: Uncertainty-based thin cloud removal network via conditional variational autoencoders. In: Proceedings of the Asian Conference on Computer Vision (ACCV), Macao, China, 4\u20138 December 2022, pp. 469\u2013485 (2022)"},{"key":"24_CR5","unstructured":"Dosovitskiy, A., Beyer, L., Kolesnikov, A., et al.: An image is worth 16\u00d716 words: transformers for image recognition at scale. In: International Conference on Learning Representations (ICLR) (2021)"},{"key":"24_CR6","unstructured":"Jonathan, H., Ajay, J., Pieter, A.: Denoising diffusion probabilistic models. arXiv:2006.11239v2 (2020)"},{"key":"24_CR7","doi-asserted-by":"crossref","unstructured":"Rombach, R., Blattmann, A., Lorenz, D., et al.: High-resolution image synthesis with latent diffusion models. In: IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (2022)","DOI":"10.1109\/CVPR52688.2022.01042"},{"issue":"19","key":"24_CR8","doi-asserted-by":"publisher","first-page":"3665","DOI":"10.3390\/rs16193665","volume":"16","author":"T Adugna","year":"2024","unstructured":"Adugna, T., Xu, W., Fan, J., Luo, X., Jia, H.: Multi-temporal pixel-based compositing for cloud removal based on cloud masks developed using classification techniques. Remote Sens. 16(19), 3665 (2024)","journal-title":"Remote Sens."},{"issue":"3","key":"24_CR9","doi-asserted-by":"publisher","first-page":"781","DOI":"10.3390\/rs15030781","volume":"15","author":"Y Zi","year":"2023","unstructured":"Zi, Y., Ding, H., Xie, F., Jiang, Z., Song, X.: Wavelet integrated convolutional neural network for thin cloud removal in remote sensing images. Remote Sens. 15(3), 781 (2023)","journal-title":"Remote Sens."},{"key":"24_CR10","unstructured":"Pan, H.: Cloud removal for remote sensing imagery via spatial attention generative adversarial network. arXiv preprint, arXiv:2009.13015 (2020)"},{"issue":"14","key":"24_CR11","doi-asserted-by":"publisher","first-page":"3452","DOI":"10.3390\/rs14143452","volume":"14","author":"J Zhou","year":"2022","unstructured":"Zhou, J., Luo, X., Rong, W., Xu, H.: Cloud removal for optical remote sensing imagery using distortion coding network combined with compound loss functions. Remote Sens. 14(14), 3452 (2022)","journal-title":"Remote Sens."},{"key":"24_CR12","unstructured":"Song J., Meng C., Ermon S.: Denoising diffusion implicit models. In: Proceedings of the International Conference on Learning Representations (ICLR), Virtual (2021)"},{"key":"24_CR13","unstructured":"Nichol, A., Dhariwal, P.: Improved denoising diffusion probabilistic models. In: International Conference on Machine Learning, pp. 8162\u20138171 (2021)"},{"issue":"11","key":"24_CR14","doi-asserted-by":"publisher","first-page":"2861","DOI":"10.3390\/rs15112861","volume":"15","author":"X Zhao","year":"2023","unstructured":"Zhao, X., Jia, K.: Cloud removal in remote sensing using sequential-based diffusion models. Remote Sens. 15(11), 2861 (2023)","journal-title":"Remote Sens."},{"key":"24_CR15","unstructured":"Yu, Z., Idris, M.Y., Wang, P.: When cloud removal meets diffusion model in remote sensing. arXiv preprint arXiv:2504.14785 (2025)"},{"key":"24_CR16","doi-asserted-by":"publisher","first-page":"249","DOI":"10.1016\/j.neunet.2018.07.011","volume":"106","author":"M Buda","year":"2018","unstructured":"Buda, M., Maki, A., Mazurowski, M.A.: A systematic study of the class imbalance problem in convolutional neural networks. Neural Netw. 106, 249\u2013259 (2018)","journal-title":"Neural Netw."},{"key":"24_CR17","doi-asserted-by":"crossref","unstructured":"Shorten, C.; Khoshgoftaar, T.M.: A survey on image data augmentation for deep learning. J. Big Data 6(60) (2019)","DOI":"10.1186\/s40537-019-0197-0"},{"key":"24_CR18","doi-asserted-by":"crossref","unstructured":"Hor\u00e9, A., Ziou, D.: Image quality metrics: PSNR vs. SSIM. In: Proceedings of the 20th International Conference on Pattern Recognition (ICPR), Istanbul, Turkey, 23\u201326 August 2010, pp. 2366\u20132369 (2010)","DOI":"10.1109\/ICPR.2010.579"},{"issue":"4","key":"24_CR19","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600\u2013612 (2004)","journal-title":"IEEE Trans. Image Process."}],"container-title":["Lecture Notes in Computer Science","Advances and Trends in Artificial Intelligence. Theory and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-2885-0_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T08:19:51Z","timestamp":1784103591000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-2885-0_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,16]]},"ISBN":["9789819228843","9789819228850"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-2885-0_24","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,16]]},"assertion":[{"value":"16 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IEA\/AIE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kuala Lumpur","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Malaysia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 June 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 June 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"39","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ieaaie2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.i-somet.org\/iea-aie2026\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}