Spatio-temporal adaptive 3-D Kalman filter for video

IEEE Transactions on Image Processing

Volumn 6, Issue 3, 1997, Pages 414-424

  Kim, Jaemin ^b   Woods, John W ^a,c  

^a IEEE   (United States)

^b Samsung Advanced Institute of Technology (SAIT)   (South Korea)

^c RENSSELAER POLYTECHNIC INSTITUTE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE FILTERING; ALGORITHMS; CORRELATION THEORY; MARKOV PROCESSES; MATHEMATICAL MODELS; PARAMETER ESTIMATION; SIGNAL DETECTION; SPURIOUS SIGNAL NOISE; VIDEO SIGNAL PROCESSING;

MOTION-COMPENSATED REDUCED UPDATE KALMAN FILTER; MULTISCALE MODEL DETECTION ALGORITHM; THREE-DIMENSIONAL REDUCED UPDATE KALMAN FILTER;

KALMAN FILTERING;

EID: 0031102993     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/83.557351     Document Type: Article

References (23)

1. T. J. Dennis, "Nonlinear temporal filter for television picture noise reduction," Proc. Inst. Elect. Eng. Pt. G, vol. 127, pp. 52-56, Apr. 1980.
2. T. S. Huang and Y. P. Hsu, "Image sequence enhancement," in Image Sequence Analysis. Berlin, Germany: Spinger-Verlag, 1981, pp. 289-309.
3. D. M. Martinez, "Model-based motion estimation and its application to restoration and interpolation," Dept. Electr. Comput. Eng, Mass. Inst. Technol., Tech. Rep. 530, 1987.
4. E. Dubois and M. S. Sabri, "Noise reduction in image sequences using motion-compensated temporal filtering," IEEE Trans. Commun., vol. COM-32, pp. 826-831, 1984.
5. M. K. Ozkan and I. Sezan and A. M. Tekalp, " Adaptive motion-compensated filtering of noisy image sequences," IEEE Trans. Circuits Syst. Video Technol., vol. 3, pp. 277-290, Aug. 1993.
6. D. Cano and M. Benard, "3D Kalman filtering of image sequences," in Image Sequence Processing and Dynamic Scene Analysis. Berlin, Germany: Springer-Verlag, 1983, pp. 563-579.
7. A. K. Katsaggelos, R. P. Kleihorst, S. N. Efstratiadis, and R. L. Lagendijk, "Adaptive image sequence noise filtering methods," in Proc. SPIE Conf. Visual Communications and Image Processing., Cambridge, MA, Nov. 1991, vol 1606, pp. 716-727.
8. N. P. Galatsanos and R. T. Chin, "Digital restoration of multichannel images," IEEE Trans. Acoust., Speech, Signal Processing., vol. 37, pp. 415-421, Mar. 1989.
9. M. K. Ozkan, I. Sezan, A. T. Erdem, and A. M. Tekalp, "Efficient multiframe Wiener restoration of blurred and noisy image sequences," IEEE Trans. Image Processing, vol. 1, pp. 453-476, Oct. 1992.
10. T. M. Chin, W. C. Karl, and A. S. Willsky, "Sequential filtering for multiframe visual reconstruction," Signal Processing, vol. 28, pp. 311-333, Sept. 1992.
11. S. Geman and D. McClure, "A Nonlinear filter for film restoration and other problems in image processing," Comput. Vis., Graphics, Image Process., vol. 4, pp. 281-289, July 1992.
12. R. P. Kleihorst and R. L. Lagendijk and J. Biemond, "Noise reduction of severely corrupted image sequences," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Processing, Minneapolis, MN, Apr. 1993.
13. J. W. Woods and J. Kim, "Motion compensated spatiotemporal Kalman filter," in Motion Analysis and Image Sequence Processing. Norwell, MA: Kluwer, 1993.
14. J. W. Woods and J. Kim, "Motion compensated spatiotemporal Kalman filter," in Proc. Image Processing: Theory and Application, San Remo, Italy, June, 1993.
15. J. Kim, "3-D Kalman filter for video and motion estimations," Ph.D. dissertation, Rensselaer Polytech. Inst., Troy, NY, Aug. 1994.
16. J. Kim and J. W. Woods, "3-D Kalman filter for image motion estimation," IEEE Trans. Image Processing, to be published.
17. J. W. Woods and V. K. Ingle, "Kalman filtering in two dimensions: Further results," IEEE Trans. Acoust., Speech, Signal Processing, vol ASSP-29, pp. 188-197, Apr. 1981.
18. P. S. Maybeck, Stochastic Models, Estimation, and Control. New York: Academic, 1979.
19. J. W. Woods, S. Dravida, and R. Mediavilla, "Image estimation using doubly stochastic Gaussian random field models," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-9, pp. 245-253, Mar. 1987.
20. F. C. Jeng and J. W. Woods, "Compound Gauss-Markov random fields for image estimation," IEEE Trans. Acoust., Speech, Signal Processing, vol. 39, pp. 683-697, Mar. 1991.
21. A. M. Tekalp, H. Kaufman, and J. W. Woods, "Edge-adaptive Kalman filtering for image restoration with ringing suppression," IEEE Trans. Acoust., Speech, Signal Processing, vol. 37, pp. 892-898, Jun. 1989.
22. M. R. Luettgen, W. C. Karl, A. S. Willsky, and R. R. Tenney, "Multiscale representations of Markov random fields," IEEE Trans. Signal Processing, vol. 41, pp. 3377-3396, Dec. 1993.
23. J. Kim and J. W. Woods, "Image identification and restoration in the subband domain," IEEE Trans. Image Processing, vol. 3, pp. 312-314, May 1994.