Self-learning-based rain streak removal for image/video

ISCAS 2012 - 2012 IEEE International Symposium on Circuits and Systems

Volumn , Issue , 2012, Pages 1871-1874

  Kang, Li Wei ^a   Lin, Chia Wen ^b   Lin, Che Tsung ^c   Lin, Yu Chen ^a  

^a INSTITUTE OF INFORMATION SCIENCE   (Taiwan)

^b NATIONAL TSING HUA UNIVERSITY   (Taiwan)

^c INDUSTRIAL TECHNOLOGY RESEARCH INSTITUTE   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

COMPONENT ANALYSIS; DICTIONARY LEARNING; HUMAN INTERVENTION; IMAGE DECOMPOSITION; SINGLE IMAGES; SPARSE CODING; TEMPORAL CONSISTENCY; TEMPORAL INFORMATION;

IMAGE CODING; VIDEO CAMERAS;

RAIN;

EID: 84866601823     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISCAS.2012.6271635     Document Type: Conference Paper

References (12)

1. K. Garg and S. K. Nayar,"Detection and removal of rain from videos," in Proc. CVPR, June 2004, vol. 1, pp. 528-535.
2. K. Garg and S. K. Nayar,"When does a camera see rain?" in Proc. Of IEEE Int. Conf. Comput. Vis., Oct. 2005, vol. 2, pp. 1067-1074.
3. P. C. Barnum, S. Narasimhan, and T. Kanade,"Analysis of rain and snow in frequency space," IJCV, vol. 86, no. 2-3, pp. 256-274, 2010.
4. J. Bossu, N. Hautiere, and J. P. Tarel,"Rain or snow detection in image sequences through use of a histogram of orientation of streaks," Int. J. Comput. Vis., vol. 93, no. 3, pp. 348-367, July 2011.
5. Y. -H. Fu, L. -W. Kang, C. -W. Lin, and C. -T. Hsu,"Single-frame- based rain removal via image decomposition," in Proc. ICASSP, May 2011.
6. J. M. Fadili, J. L. Starck, J. Bobin, and Y. Moudden,"Image decomposition and separation using sparse representations: an overview," Proc. IEEE, vol. 98, no. 6, pp. 983-994, June 2010.
7. G. Peyre, J. Fadili, and J. L. Starck,"Learning adapted dictionaries for geometry and texture separation," in Proc. SPIE, vol. 6701, 2007.
8. C. Tomasi and R. Manduchi,"Bilateral filtering for gray and color images," in Proc. IEEE Int. Conf. Comput. Vis., Jan. 1998, pp. 839846.
9. J. Mairal, F. Bach, J. Ponce, and G. Sapiro,"Online learning for matrix factorization and sparse coding," J. Mach. Learn. Res., vol. 11, 2010.
10. N. Dalal and B. Triggs,"Histograms of oriented gradients for human detection," in Proc. CVPR, San Diego, CA, USA, June 2005.
11. L. -W. Kang, C. -W. Lin, and Y. -H. Fu,"Automatic single-image-based rain streaks removal via image decomposition," IEEE Trans. Image Process. (in press).
12. NTHU Rain Removal project. [Online]. Available: http://www. ee. nthu. edu. tw/cwlin/Rain-Removal/Rain-Removal. htm. 1903