Fusion of SAR and optical remote sensing data - Challenges and recent trends

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 2017-July, Issue , 2017, Pages 5458-5461

  Schmitt, Michael ^a   Tupin, Florence ^b   Zhu, Xiao Xiang ^a,c  

^a TECHNICAL UNIVERSITY OF MUNICH   (Germany)

^b UNIVERSITÉ PARIS SACLAY   (France)

^c GERMAN AEROSPACE CENTER DLR   (Germany)

Author keywords

Data fusion; Optical imagery; Remote sensing; Synthetic aperture radar (SAR)

Indexed keywords

EID: 85041799246     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2017.8128239     Document Type: Conference Paper

References (31)

1. M. Schmitt and X. Zhu, "Data fusion and remote sensing -An ever-growing relationship, " IEEE Geosci. and Remote Sens. Mag., vol. 4, no. 4, pp. 6-23, 2016.
2. F. Tupin, "Fusion of optical and SAR images, " in Radar Remote Sensing of Urban Areas, Uwe Soergel, Ed. Springer, Doetinchem, The Netherlands, 2010.
3. R. Torres, P. Snoeij, D. Geudtner, D. Bibby, M. Davidson, E. Attema, P. Potin, B. Rommen, N. Floury, M. Brown, et al., "GMES Sentinel-1 mission, " Remote Sens. Env., vol. 120, pp. 9-24, 2012.
4. M. Drusch, U. Del Bello, S. Carlier, O. Colin, V. Fernandez, F. Gascon, B. Hoersch, C. Isola, P. Laberinti, P. Martimort, et al., "Sentinel-2: ESA's optical highresolution mission for GMES operational services, " Remote Sens. Env., vol. 120, pp. 25-36, 2012.
5. L.Wald, "Some terms of reference in data fusion, " IEEE Trans. Geosci. Remote Sens., vol. 37, no. 3, pp. 1190- 1193, 1999.
6. D. L. Hall and J. Llinas, "An introduction to multisensory data fusion, " Proc. of IEEE, vol. 85, no. 1, pp. 6-23, 1997.
7. B. Zitova and J. Flusser, "Image registration methods: A survey, " Image Vision Comput., vol. 21, no. 11, pp. 977-1000, 2003.
8. M. Irani and P. Anandan, "Robust multi-sensor image alignment, " in Proc. ICCV, 1998, pp. 959-966.
9. Y. Keller and A. Averbuch, "Multisensor image registration via implicit similarity, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 5, pp. 794-801, 2006.
10. G. Palubinskas, P. Reinartz, and R. Bamler, "Image acquisition geometry analysis for the fusion of optical and radar remote sensing data, " Int. J. Image Data Fusion, vol. 1, no. 3, pp. 271-282, 2010.
11. G. Lehureau, F. Tupin, C. Tison, G. Oller, and D. Petit, "Registration of metric resolution SAR and optical images in urban areas, " Proc. EUSAR, 2008.
12. J. Tao, G. Palubinskas, P. Reinartz, and S. Auer, "Interpretation of sar images in urban areas using simulated optical and radar images, " in Proc. Joint Urban Remote Sensing Event, 2011, pp. 41-44.
13. B. Waske and J. A. Benediktsson, "Fusion of support vector machines for classification of multisensory data, " IEEE Trans. Geosci. Remote Sens., vol. 45, no. 12, pp. 3858-3866, 2007.
14. B. Waske and S. van der Linden, "Classifying multilevel imagery from SAR and optical sensors by decision fusion, " IEEE Trans. Geosci. Remote Sens., vol. 46, no. 5, pp. 1457-1466, 2008.
15. F. Balik Sanli, S. Abdikan, M. T. Esetilli, M. Ustuner, and F. Sunar, "Fusion of TerraSAR-X and RapidEye data: A quality analysis, " in Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., 2013, vol. 50.
16. R. Reulke, G. Giaquinto, M. M. Giovenco, and D. Ruess, "Optics and radar image fusion, " in Proc. 7th Int. Conf. Sensing Technology, 2013, p. 686692.
17. L. Verdoliva, R. Gaetano, G. Ruello, and G. Poggi, "Optical-driven nonlocal SAR despeckling, " IEEE Geosc. Remote Sens. Letters, vol. 12, no. 2, pp. 314- 318, 2015.
18. G. Lisini, P. Gamba, F. Dell'Acqua, and F. Holecz, "First results on road network extraction and fusion on optical and SAR images using a multi-scale adaptive approach, " Int. J. Image Data Fusion, vol. 2, no. 4, pp. 363-375, 2011.
19. T. Perciano, F. Tupin, R. Hirata, and R. Cesar, "A two-level Markov random field for road network extraction and its application with optical, SAR and multitemporal data, " International Journal of Remote Sensing, vol. 37, no. 16, pp. 3584-3610, 2016.
20. V. Poulain, J. Inglada, M. Spigai, J.-Y. Tourneret, and P. Marthon, "High resolution optical and SAR image fusion for building database updating, " IEEE Trans. on Geosc. and Remote Sensing, vol. 49, no. 8, pp. 2900- 2910, 2011.
21. J. D. Wegner, R. Hänsch, A. Thiele, and U. Soergel, "Building detection from one orthophoto and highresolution InSAR data using conditional random fields, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 4, no. 1, pp. 83-91, 2011.
22. H. Sportouche, F. Tupin, and L. Denis, "Extraction and three-dimensional reconstruction of isolated buildings in urban scenes from high-resolution optical and SAR spaceborne images, " IEEE Trans. Geosci. Remote Sens., vol. 49, no. 10, pp. 3932-3946, 2011.
23. Y. Wang, X. Zhu, B. Zeisl, and M. Pollefeys, "Fusing meter-resolution 4-D InSAR point clouds and optical images for semantic urban infrastructure monitoring, " IEEE Trans. on Geosc. and Rem. Sens., vol. 55, no. 1, pp. 1-13, 2017.
24. P. Gamba, M. Aldrighi, and M. Stasolla, "Robust extraction of urban area extents in HR and VHR SAR images, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 4, no. 1, pp. 27-34, 2011.
25. P. Gamba and M. Aldrighi, "SAR data classification of urban areas by means of segmentation techniques and ancillary optical data, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 4, pp. 1140-1148, 2012.
26. D. Brunner, G. Lemoine, and L. Bruzzone, "Earthquake damage assessment of buildings using VHR optical and SAR imagery, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 5, pp. 2403-2420, 2010.
27. T.-L. Wang and Y.-Q. Jin, "Postearthquake building damage assessment using multi-mutual information from pre-event optical image and post-event SAR image, " IEEE Geosc. Remote Sens. Letters, vol. 9, no. 3, pp. 452-456, 2012.
28. L. Mou, M. Schmitt, Y. Wang, and X. Zhu, "A CNN for the identification of corresponding patches in SAR and optical imagery of urban scenes, " in Proc. Joint Urban Remote Sensing Event, 2017.
29. F. Bovolo and L. Bruzzone, "The time variable in data fusion: A change detection perspective, " IEEE Geosc. Remote Sens. Magazine, vol. 3, no. 3, pp. 8-26, 2012.
30. S. Rejifi, F. Chaabane, and F. Tupin, "Expert knowledge-based method for satellite image time series analysis and interpretation, " IEEE J. of Sel. Topics Appl. Earth Obsev. Remote Sens., vol. 8, no. 5, pp. 2138-2150, 2015.
31. X. Su, C. Deledalle, F. Tupin, and H. Sun, "NORCAMA: Change analysis in SAR time series by likelihood ratio change matrix clustering, " ISPRS Journal of Photogrammetry and Remote Sensing, vol. 101, pp. 247-261, 2015.