A SPARSE BASED RAIN REMOVAL ALGORITHM FOR IMAGE SEQUENCES

Ramya Chinniah and S. Subha Rani

References

  1. [1] P.C. Barnum, S. Narasimhan, and T. Kanade, Analysis of rain and snow in frequency space, International Journal of Computer Vision, 86, 2010, 256–274.
  2. [2] K. Garg and S.K. Nayar, Photorealistic rendering of rain streaks, ACM Transaction on Graphics, 25(3), 2006, 996–1002.
  3. [3] K. Garg and S.K. Nayar, Detection and removal of rain from videos, IEEE Conf. Computer Vision and Pattern Recognition, New York, NY, 2004, 528–535.
  4. [4] K. Garg and S.K. Nayar, When does a camera see rain? IEEE Int. Conf. Computer Vision, New York, NY, 2005, 1067–1074.
  5. [5] K. Garg and S.K. Nayar, Vision and rain, International Journal of Computer Vision, 75(1), 2007, 3–27.
  6. [6] N. Brewer and N. Liu, Using the shape characteristics of rain to identify and remove rain from video, Lecture Notes in Computer Science, 53(12), 2008, 451–458.
  7. [7] M.S. Shehata, J. Cai, W.M. Badawy, T.W. Burr, M.S. Pervez, R.J. Johannesson, and A. Radmanesh, Video-based automatic incident detection for smart roads: The outdoor environmental challenges regarding false alarms, IEEE Transactions on Intelligent Transportation System, 9(2), 2008, 349–360.
  8. [8] I. Buciu, A. Gacsádi, and C. Grava, Vision based approaches for driver assistance systems, 11th WSEAS Int. Conf. on Automation & information, Wisconsin, USA, 2010, 92–97.
  9. [9] M. Roser and A. Geiger, Video-based raindrop detection for improved image registration, IEEE International Journal of Computer Vision Workshops, Kyoto, 2009, 570–577.
  10. [10] J.C. Halimeh and M. Roser, Raindrop detection on car wind-shields using geometric-photometric environment construction and intensity-based correlation, IEEE Intelligent Vehicles Symposium, China, 2009, 610–615.
  11. [11] L.-W. Kang, C.-W. Lin, and Y.-H. Fu, Automatic single-image-based rain streaks removal via image decomposition, IEEE Transactions on Image Processing, 21(4), 2012, 1742–1755.
  12. [12] P. Chaterjee and P. Milanfar, K-SVD algorithm for denoising of gray-scale images, Spring, 1, 2007, 1–12.
  13. [13] D.C. Lay, Linear algebra and its applications, 3rd ed. (India: Pearson Education, 2003).
  14. [14] C. La and M.N. Do, Tree-based orthogonal matching pursuit algorithm for signal reconstruction, IEEE International Conference on Image Processing, Urbana, 2006, 1277–1280.
  15. [15] J. Mairal, F. Bach, J. Ponce, and G. Sapiro, Online learning for matrix factorization and sparse coding, Journal of Machine Learning Research, 11, 2010, 19–60.
  16. [16] L. Fang and S. Li, An efficient dictionary learning algorithm for sparse representation, Chinese Conference on Pattern Recognition, Changsha, China, 2010, 1–5.
  17. [17] M. Elad and M. Aharon, Image denoising via sparse and redundant representations over learned dictionaries, IEEE Transactions on Image Processing, 15(12), 2006, 3736–3745.
  18. [18] K. Zuiderveld, Contrast limited adaptive histogram equalization, in Paul S. Heckbert, Graphics gems IV, Carnegie Mellon Univ., Pittsburgh, PA, 5 (New York, NY: Academic, 1994),474–485.

Important Links:

Go Back