A residual convolutional neural network for pan-shaprening

RSIP 2017 - International Workshop on Remote Sensing with Intelligent Processing, Proceedings

Volumn , Issue , 2017, Pages

  Rao, Yizhou ^a   He, Lin ^a   Zhu, Jiawei ^a  

^a SOUTH CHINA UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

CNN; pan sharpening; Residuals; spectral distortion

Indexed keywords

NEURAL NETWORKS; REMOTE SENSING; SPECTRAL RESOLUTION; SPECTROSCOPY;

CONVOLUTIONAL NEURAL NETWORK; HIGH SPATIAL RESOLUTION; HIGH SPECTRAL RESOLUTION; MULTISPECTRAL IMAGES; PAN-SHARPENING; PANCHROMATIC IMAGES; RESIDUALS; SPECTRAL DISTORTIONS;

CONVOLUTION;

EID: 85025614872     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/RSIP.2017.7958807     Document Type: Conference Paper

References (17)

1. V. Gemine, L. Alparone, J. Chanussot, et. al. "A critical comparison among pansharpening algorithms." IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 5, pp. 2565-2586, May 2015.
2. G. Masi, D. Cozzolino, L. Verdoliva, and G. Scarpa, "Pansharpening by Convolutional Neural Networks," Remote Sensing, vol. 8, no. 7, p. 594-615, Jul. 2016
3. P. S. Chavez Jr. and A.Y. Kwarteng. "Extracting spectral contrast in Landsat Thematic Mapper image data using selective principal component analysis." Photogrammetric Engineering and Remote Sensing, vol. 55, no. 5, pp. 339-348, March 1989
4. B. Aiazzi, S. Baronti, and M. Selva, "Improving Component Substitution Pansharpening Through Multivariate Regression of MS + Pan Data," IEEE Transactions on Geoscience and Remote Sensing, vol. 45, no. 10, pp. 3230-3239, Oct. 2007.
5. S. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 7, pp. 674-693, Jul. 1989
6. J. Nunez, X. Otazu, O. Fors, A. Prades, V. Pala, and R. Arbiol, Multiresolution-based image fusion with additive wavelet decomposition,IEEE Transactions on Geoscience and Remote Sensing, vol. 37, no. 3, pp. 1204-1211, May 1999.
7. P. Burt and E. Adelson, "The Laplacian Pyramid as a Compact Image Code," IEEE Transactions on Communications, vol. 31, no. 4, pp. 532-540, Apr. 1983.
8. L. Loncan, L. B. D. Almeida, J. M. Bioucas-Dias, X. Briottet, J. Chanussot, N. Dobigeon, S. Fabre, W. Liao, G. A. Licciardi, M. Simoes, J.-Y. Tourneret, M. A. Veganzones, G. Vivone, Q. Wei, and N. Yokoya, "Hyperspectral Pansharpening: A Review," IEEE Geoscience and Remote Sensing Magazine, vol. 3, no. 3, pp. 27-46, Sep. 2015.
9. W. Huang, L. Xiao, Z. Wei, H. Liu, and S. Tang, "A New Pan-Sharpening Method With Deep Neural Networks," IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 5, pp. 1037-1041, May 2015.
10. C. Dong, C. C. Loy, K. He, and X. Tang, "Image Super-Resolution Using Deep Convolutional Networks," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, Feb. 2016.
11. K. He, X. Zhang, S. Ren, and J. Sun, "Deep Residual Learning for Image Recognition," 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 2016.
12. J. Kim, J. K. Lee, and K. M. Lee, "Accurate Image Super-Resolution Using Very Deep Convolutional Networks," 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 2016.
13. X. Otazu, M. Gonzalez-Audicana, O. Fors, and J. Nunez, "Introduction of sensor spectral response into image fusion methods. Application to wavelet-based methods," IEEE Transactions on Geoscience and Remote Sensing, vol. 43, no. 10, pp. 2376-2385, Oct. 2005.
14. Y. Jia, E. Shelhamer, J. Donahue, S. Karayev, J. Long, R. Girshick, S. Guadarrama, and T. Darrell, "Caffe," Proceedings of the ACM International Conference on Multimedia-MM '14, Nov. 2014.
15. A. Vedaldi and K. Lenc, "MatConvNet," Proceedings of the 23rd ACM international conference on Multimedia-MM '15, Oct. 2015.
16. L. Wald, T. Ranchin, and M. Mangolini, Fusion of satellite images of different spatial resolutions: assessing the quality of resulting images, A Photogrammetric Engineering and Remote Sensing, vol. 63, no. 6, pp. 691-699, June 1997
17. B. Aiazzi, L. Alparone, S. Baronti, A. Garzelli, and M. Selva, MTFtailored multiscale fusion of high-resolution MS and Pan imagery, A Photogrammetric Engineering and Remote Sensing, vol. 72, no. 5, pp. 591-596, May 2006