1,337
Views
1
CrossRef citations to date
0
Altmetric
Research Article

A curvature-driven cloud removal method for remote sensing images

ORCID Icon, ORCID Icon, ORCID Icon & ORCID Icon
Received 07 Jun 2022, Accepted 06 Mar 2023, Published online: 02 May 2023

References

  • Atkinson, P. M., P. J. Curran, and R. Webster. 1990. “Sampling Remotely Sensed Imagery for Storage, Retrieval, and Reconstruction.” The Professional Geographer 42 (3): 345–353. doi:10.1111/j.0033-0124.1990.00345.x.
  • Cheng, Q., H. Shen, L. Zhang, Q. Yuan, and Z. Chao. 2014. “Cloud Removal for Remotely Sensed Images by Similar Pixel Replacement Guided with a Spatio-Temporal MRF Model.” Isprs Journal of Photogrammetry & Remote Sensing 92 (jun.): 54–68. doi:10.1016/j.isprsjprs.2014.02.015.
  • Criminisi, A., P. Perez, and K. Toyama. 2004. “Region Filling and Object Removal by Exemplar-Based Image Inpainting.” IEEE Transactions on Image Processing 13 (9): 1200–1212. doi:10.1109/TIP.2004.833105.
  • Dong, Z., M. Wang, D. Li, Y. Wang, and Z. Zhang. 2019. “Cloud Detection Method for High Resolution Remote Sensing Imagery Based on the Spectrum and Texture of Superpixels.” Photogrammetric Engineering & Remote Sensing 85 (4): 257–268. doi:10.14358/PERS.85.4.257.
  • Ebel, P., Y. Xu, M. Schmitt, and X. X. Zhu. 2022. “Sen12MS-CR-TS: A Remote-Sensing Data Set for Multimodal Multitemporal Cloud Removal.” IEEE Transactions on Geoscience and Remote Sensing 60: 1–14. doi:10.1109/TGRS.2022.3146246.
  • Fang, Z., X. Yu, J. Pan, N. Fan, H. Wang, and J. Qi. 2021. “A Fast Image Mosaicking Method Based on Iteratively Minimizing Cloud Coverage Areas.” IEEE Geoscience and Remote Sensing Letters 18 (8): 1371–1375. doi:10.1109/LGRS.2020.2998920.
  • Feng, C., J. W. Ma, Q. Dai, and X. Chen. 2004. ”An Improved Method for Cloud Removal in ASTER Data Change Detection.” IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium, Anchorage, AK, USA, pp. 3387–3389 vol.5. doi: 10.1109/IGARSS.2004.1370431.
  • Gladkova, I., M. D. Grossberg, F. Shahriar, G. Bonev, and P. Romanov. 2012. “Quantitative Restoration for MODIS Band 6 on Aqua.” IEEE Transactions on Geoscience and Remote Sensing 50 (6): 2409–2416. doi:10.1109/TGRS.2011.2173499.
  • Gong, Y. H., and O. Goksel. 2019. “Weighted Mean Curvature.” Signal Processing 164: 329–339. doi:10.1016/j.sigpro.2019.06.020.
  • Gong, Y. H., and I. F. Sbalzarini. 2017. “Curvature Filters Efficiently Reduce Certain Variational Energies.” IEEE Transactions on Image Processing 26 (4): 1786–1798. doi:10.1109/tip.2017.2658954.
  • Guillemot, C., and O. Le Meur. 2014. “Image Inpainting: Overview and Recent Advances.” Signal Processing Magazine 31 (1): 127–144. doi:10.1109/MSP.2013.2273004.
  • Helmer, E. H., and B. Ruefenacht. 2005. “Cloud-Free Satellite Image Mosaics with Regression Trees and Histogram Matching.” Photogrammetric Engineering & Remote Sensing 71 (9): 1079–1089. doi:10.14358/PERS.71.9.1079.
  • Hu, C., L. Huo, Z. Zhang, and P. Tang. 2019. ”Automatic Cloud Removal from Multi-Temporal Landsat Collection 1 Data Using Poisson Blending.” IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, Yokohama, Japan, pp. 1661–1664. doi: 10.1109/IGARSS.2019.8899849.
  • Jia, J. Y., J. Sun, C. K. Tang, and H. Y. Shum. 2006. “Drag-And-Drop Pasting.” ACM Transactions on Graphics 25 (3): 631–636. doi:10.1145/1141911.1141934.
  • Ju, J., and D. P. Roy. 2008. “The Availability of Cloud-Free Landsat ETM+ Data Over the Conterminous United States and Globally.” Remote Sensing of Environment 112 (3): 1196–1211.
  • Kang, Y., L. Pan, Q. Chen, T. Zhang, S. Zhang, and Z. Liu. 2016. “Automatic Mosaicking of Satellite Imagery Considering the Clouds.” ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences III-3: 415–421. doi:10.5194/isprs-annals-III-3-415-2016.
  • King, M. D., S. Platnick, W. P. Menzel, S. A. Ackerman, and P. A. Hubanks. 2013. “Spatial and Temporal Distribution of Clouds Observed by MODIS Onboard the Terra and Aqua Satellites.” IEEE Transactions on Geoscience & Remote Sensing 51 (7): 3826–3852. doi:10.1109/TGRS.2012.2227333.
  • Kulkarni, S. C., and P. P. Rege. 2020. “Pixel Level Fusion Techniques for SAR and Optical Images: A Review - ScienceDirect.” Information Fusion 59: 13–29. doi:10.1016/j.inffus.2020.01.003.
  • Lai, K. -H., and C. -H. Lin. 2012. ”An Optimal Boundary Determination Approach for Cloud Removal in Satellite Image.” 2012 IEEE International Geoscience and Remote Sensing Symposium, Munich, Germany, pp. 2241–2244. doi: 10.1109/IGARSS.2012.6351053.
  • Li, M., S. C. Liew, and L. K. Kwoh. 2003. ”Producing Cloud Free and Cloud-Shadow Free Mosaic from Cloudy IKONOS Images.” IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477), Toulouse, France, pp. 3946–3948 vol. 6. doi: 10.1109/IGARSS.2003.1295323.
  • Lin, C. H., P. H. Tsai, K. H. Lai, and J. Y. Chen. 2013. “Cloud Removal from Multitemporal Satellite Images Using Information Cloning.” IEEE Transactions on Geoscience & Remote Sensing 51 (1): 232–241. doi:10.1109/TGRS.2012.2197682.
  • Li, D., J. Shan, Z. Shao, X. Zhou, and Y. Yao. 2013. “Geomatics for Smart Cities - Concept, Key Techniques, and Applications.” Geo-Spatial Information Science 16 (1): 13–24. doi:10.1080/10095020.2013.772803.
  • Li, X., H. Shen, L. Zhang, H. Zhang, and Q. Yuan. 2014. “Dead Pixel Completion of Aqua MODIS Band 6 Using a Robust M-Estimator Multiregression.” IEEE Geoscience and Remote Sensing Letters 11 (4): 768–772. doi:10.1109/LGRS.2013.2278626.
  • Liu, X. G., H. J. Bao, and Q. S. Peng. 2006. “Digital Differential Geometry Processing.” Journal of Computer Science and Technology 21 (5): 847–860. doi:10.1007/s11390-006-0847-5.
  • Li, D., M. Wang, and J. Jiang. 2021. “China’s High-Resolution Optical Remote Sensing Satellites and Their Mapping Applications.” Geo-Spatial Information Science 24 (1): 85–94. doi:10.1080/10095020.2020.1838957.
  • Li, J., Z. Wu, Z. Hu, J. Zhang, M. Molinier, L. Mo, and M. Molinier. 2020. “Thin Cloud Removal in Optical Remote Sensing Images Based on Generative Adversarial Networks and Physical Model of Cloud Distortion.” Isprs Journal of Photogrammetry and Remote Sensing 166: 373–389. doi:10.1016/j.isprsjprs.2020.06.021.
  • Li, J., Z. Wu, Q. Sheng, B. Wang, Z. Hu, S. Zheng, G. Camps-Valls, and M. Molinier. 2022. “A Hybrid Generative Adversarial Network for Weakly-Supervised Cloud Detection in Multispectral Images.” Remote Sensing of Environment 280: 113197. doi:10.1016/j.rse.2022.113197.
  • Maalouf, A., P. Carre, B. Augereau, and C. Fernandez-Maloigne. 2009. “A Bandelet-Based Inpainting Technique for Clouds Removal from Remotely Sensed Images.” IEEE Transactions on Geoscience & Remote Sensing 47 (7): 2363–2371. doi:10.1109/TGRS.2008.2010454.
  • Meng, Q., B. E. Borders, C. J. Cieszewski, and M. Madden. 2009. “Closest Spectral Fit for Removing Clouds and Cloud Shadows.” Photogrammetric Engineering & Remote Sensing 75 (5): 569–576. doi:10.14358/PERS.75.5.569.
  • Meng, X., H. Shen, Q. Yuan, H. Li, L. Zhang, and W. Sun. 2019. “Pansharpening for Cloud-Contaminated Very High-Resolution Remote Sensing Images.” IEEE Transactions on Geoscience and Remote Sensing 57 (5): 2840–2854. doi:10.1109/TGRS.2018.2878007.
  • Meraner, A., P. Ebel, X. Zhu, and M. Schmitt. 2020. “Cloud Removal in Sentinel-2 Imagery Using a Deep Residual Neural Network and SAR-Optical Data Fusion.” Isprs Journal of Photogrammetry and Remote Sensing 166: 333–346. doi:10.1016/j.isprsjprs.2020.05.013.
  • Mitchell, O. R., E. J. Delp, and P. L. Chen. 1977. “Filtering to Remove Cloud Cover in Satellite Imagery.” IEEE Transactions on Geoscience Electronics 15 (3): 137–141. doi:10.1109/TGE.1977.6498971.
  • Park, S., X. Guo, H. Shin, and Q. Hong. 2005. ”Shape and Appearance Repair for Incomplete Point Surfaces.” Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1, Beijing, China, pp. 1260–1267 Vol. 2. doi: 10.1109/ICCV.2005.218.
  • Perez, P., M. Gangnet, and A. Blake. 2003. “Poisson Image Editing.” ACM Transactions on Graphics 22 (3): 313–318. doi:10.1145/882262.882269.
  • Rossi, R. E., J. L. Dungan, and L. R. Beck. 1994. “Kriging in the Shadows: Geostatistical Interpolation for Remote Sensing.” Remote Sensing of Environment 49 (1): 32–40. doi:10.1016/0034-4257(94)90057-4.
  • Sarukkai, V., A. Jain, B. Uzkent, and S. Ermon. 2020. ”Cloud Removal in Satellite Images Using Spatiotemporal Generative Networks.” 2020 IEEE Winter Conference on Applications of Computer Vision (WACV), Snowmass, CO, USA. pp. 1785–1794. doi: 10.1109/WACV45572.2020.9093564.
  • Sebastianelli, A., A. Nowakowski, E. Puglisi, M. Rosso, J. Mifdal, F. Pirri, P. P. Mathieu, and S. L. Ullo. 2021. “Spatio-Temporal SAR-Optical Data Fusion for Cloud Removal via a Deep Hierarchical Model.” arXiv preprint arXiv:2106.12226.
  • Shen, H., X. Li, Q. Cheng, C. Zeng, G. Yang, H. Li, and L. Zhang. 2015. “Missing Information Reconstruction of Remote Sensing Data: A Technical Review.” IEEE Geoscience & Remote Sensing Magazine 3 (3): 61–85. doi:10.1109/MGRS.2015.2441912.
  • Shen, H., C. Zeng, and L. Zhang. 2011. “Recovering Reflectance of AQUA MODIS Band 6 Based on Within-Class Local Fitting.” IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing 4 (1): 185–192. doi:10.1109/JSTARS.2010.2077620.
  • Shen, H., and L. Zhang. 2009. “A MAP-Based Algorithm for Destriping and Inpainting of Remotely Sensed Images.” IEEE Transactions on Geoscience and Remote Sensing 47 (5): 1492–1502. doi:10.1109/TGRS.2008.2005780.
  • Tao, C., S. Fu, J. Qi, and H. Li. 2022. “Thick Cloud Removal in Optical Remote Sensing Images Using a Texture Complexity Guided Self-Paced Learning Method.” IEEE Transactions on Geoscience and Remote Sensing 60: 1–12. doi:10.1109/TGRS.2022.3157917.
  • Wang, Z., J. Jin, J. Liang, K. Yan, and Q. Peng. 2005. “A New Cloud Removal Algorithm for Multi-Spectral Images.“ In L. Zhang, J. Zhang, and M. Liao (Eds.), Proceedings of the MIPPR 2005: SAR Multispectral Image Process, Wuhan, China, p. 60430. doi:10.1117/12.654869.
  • Wang, Z., E. P. Simoncelli, and A. C. Bovik. 2003. ”Multiscale Structural Similarity for Image Quality Assessment.” The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003, Pacific Grove, CA, USA, pp. 1398–1402 Vol. 2. doi: 10.1109/ACSSC.2003.1292216.
  • Zeng, C., H. Shen, and L. Zhang. 2013. “Recovering Missing Pixels for Landsat ETM + SLC-Off Imagery Using Multi-Temporal Regression Analysis and a Regularization Method.” Remote Sensing of Environment 131: 182–194.
  • Zhang, Y., B. Guindon, and J. Cihlar. 2002. “An Image Transform to Characterize and Compensate for Spatial Variations in Thin Cloud Contamination of Landsat Images.” Remote Sensing of Environment 82 (2): 173–187. doi:10.1016/S0034-4257(02)00034-2.
  • Zhang, Q., Q. Yuan, J. Li, Z. Li, H. Shen, and L. Zhang. 2020. “Thick Cloud and Cloud Shadow Removal in Multitemporal Imagery Using Progressively Spatio-Temporal Patch Group Deep Learning.” Isprs Journal of Photogrammetry and Remote Sensing 162: 148–160. doi:10.1016/j.isprsjprs.2020.02.008.
  • Zhang, Q., Q. Yuan, Z. Li, F. Sun, and L. Zhang. 2021. “Combined Deep Prior with Low-Rank Tensor SVD for Thick Cloud Removal in Multitemporal Images.” Isprs Journal of Photogrammetry and Remote Sensing 177: 161–173. doi:10.1016/j.isprsjprs.2021.04.021.
  • Zhang, Q., Q. Yuan, C. Zeng, X. Li, and Y. Wei. 2018. “Missing Data Reconstruction in Remote Sensing Image with a Unified Spatial–Temporal–Spectral Deep Convolutional Neural Network.” IEEE Transactions on Geoscience and Remote Sensing 56 (8): 4274–4288. doi:10.1109/TGRS.2018.2810208.
  • Zhou, W., and A. C. Bovik. 2002. “A Universal Image Quality Index.” IEEE Signal Processing Letters 9 (3): 81–84. doi:10.1109/97.995823.
  • Zhu, W., and T. Chan. 2012. “Image Denoising Using Mean Curvature of Image Surface.” SIAM Journal on Imaging Sciences 5 (1): 1–32. doi:10.1137/110822268.