Digital image stabilization by independent component analysis

IEEE Transactions on Instrumentation and Measurement

Volumn 59, Issue 7, 2010, Pages 1755-1763

  Amanatiadis, Angelos A ^a   Andreadis, Ioannis ^a  

^a DEMOCRITUS UNIVERSITY OF THRACE   (Greece)

Author keywords

Digital image stabilization (DIS); Ego motion determination; Image sequence analysis; Independent component analysis (ICA); Motion estimation

Indexed keywords

CAMERA MOTIONS; DIGITAL IMAGE STABILIZATION; EGO-MOTION; HAND-HELD CAMERAS; HIGH FREQUENCY HF; IMAGE SEQUENCE; IMAGE SEQUENCE ANALYSIS; INDEPENDENCE PROPERTIES; LOCAL MOTIONS; MOTION VECTORS; PERMUTATION AMBIGUITY; STABILIZATION ALGORITHMS; STATISTICAL INDEPENDENCE; THIRD GENERATION;

CAMERAS; COMPUTER VISION; CONSUMER ELECTRONICS; CONVOLUTION; HEMODYNAMICS; JITTER; LIGHT MEASUREMENT; MOTION ESTIMATION; SIGNAL PROCESSING; STABILIZATION; TELECOMMUNICATION EQUIPMENT;

INDEPENDENT COMPONENT ANALYSIS;

EID: 77953293250     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2009.2028216     Document Type: Article

References (46)

1. Y. Tyan, S. Liao, and H. Chen, "Video stabilization for a camcorder mounted on a moving vehicle," IEEE Trans. Veh. Technol., vol.53, no.6, pp. 1636-1648, Nov. 2004.
2. J. Jin, Z. Zhu, and G. Xu, "A stable vision system for moving vehicles," IEEE Trans. Intell. Transp. Syst., vol.1, no.1, pp. 32-39, Mar. 2000.
3. A. Amanatiadis and I. Andreadis, "An integrated architecture for adaptive image stabilization in zooming operation," IEEE Trans. Consum. Electron., vol.54, no.2, pp. 600-608, May 2008.
4. H. Chen, C. Liang, Y. Peng, and H. Chang, "Integration of digital stabilizer with video codec for digital video cameras," IEEE Trans. Circuits Syst. Video Technol., vol.17, no.7, pp. 801-813, Jul. 2007.
5. R. Zoroofi, Y. Sato, S. Tamura, and H. Naito, "An improved method for MRI artifact correction due to translational motion in the imaging plane," IEEE Trans. Med. Imag., vol.14, no.3, pp. 471-479, Sep. 1995.
6. A. Censi, A. Fusiello, and V. Roberto, "Image stabilization by features tracking," in Proc. Int. Conf. Image Anal. Process., 1999, pp. 665-667.
7. L. Marcenaro, G. Vernazza, and C. Regazzoni, "Image stabilization algorithms for video-surveillance applications," in Proc. Int. Conf. Image Process., 2001, vol.1, pp. 349-352.
8. A. Hyvärinen and E. Oja, "Independent component analysis: Algorithms and applications," Neural Netw., vol. 13, no. 4/5, pp. 411-430, Jun. 2000. (Pubitemid 30447427)
9. A. Hyvärinen, J. Karhunen, and E. Oja, Independent Component Analysis. New York: Wiley, 2001.
10. A. Bell and T. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Comput., vol.7, no.6, pp. 1129-1159, Nov. 1995.
11. J. Cardoso and P. Cnrs, "Blind signal separation: Statistical principles," Proc. IEEE, vol.86, no.10, pp. 2009-2025, Oct. 1998.
12. S. Makeig, A. Bell, T. Jung, and T. Sejnowski, "Independent component analysis of electroencephalographic data," in Advances in Neural Information Processing Systems, vol.8. Cambridge, MA: MIT Press, 1996, pp. 145-151.
13. Y. Ainhoren, S. Engelberg, and S. Friedman, "The cocktail party problem," IEEE Instrum. Meas.Mag., vol.11, no.3, pp. 44-48, Jun. 2008.
14. O. Déniz, M. Castrillón, and M. Hernández, "Face recognition using independent component analysis and support vector machines," Pattern Recognit. Lett., vol.24, no.13, pp. 2153-2157, Sep. 2003.
15. M. Bartlett, J. Movellan, and T. Sejnowski, "Face recognition by independent component analysis," IEEE Trans. Neural Netw., vol.13, no.6, pp. 1450-1464, Nov. 2002.
16. M. McKeown, S.Makeig, G. Brown, T. Jung, S. Kindermann, A. Bell, and T. Sejnowski, "Analysis of fMRI data by blind separation into independent spatial components," Hum. Brain Mapp., vol.6, no.3, pp. 160-188, 1998.
17. R. Vigario, J. Sarela, V. Jousmiki, M. Hamalainen, and E. Oja, "Independent component approach to the analysis of EEG and MEG recordings," IEEE Trans. Biomed. Eng., vol.47, no.5, pp. 589-593, May 2000.
18. O. Sezer, A. Ertüzün, and A. Erçil, "Independent component analysis for texture defect detection," Pattern Recognit. Image Anal., vol.14, no.2, pp. 303-307, 2004.
19. D. Tsai and S. Lai, "Defect detection in periodically patterned surfaces using independent component analysis," Pattern Recognit., vol.41, no.9, pp. 2812-2832, Sep. 2008.
20. S. Ko, S. Lee, S. Jeon, and E. Kang, "Fast digital image stabilizer based on gray-coded bit-plane matching," IEEE Trans. Consum. Electron., vol.45, no.3, pp. 598-603, Aug. 1999.
21. H. Okuda, M. Hashimoto, K. Sumi, and S. Kaneko, "Optimum motion estimation algorithm for fast and robust digital image stabilization," IEEE Trans. Consum. Electron., vol.52, no.1, pp. 276-280, Feb. 2006.
22. I. Richardson, H.264 and MPEG-4 Video Compression. Chichester, U.K.: Wiley, 2003.
23. T. Wiegand, G. Sullivan, G. Bjntegaard, and A. Luthra, "Overview of the H.264/AVC video coding standard," IEEE Trans. Circuits Syst. Video Technol., vol.13, no.7, pp. 560-576, Jul. 2003.
24. P. Yin, H. Tourapis, A. Tourapis, and J. Boyce, "Fast mode decision and motion estimation for JVT/H.264," in Proc. Int. Conf. Image Process., 2003, vol.3, pp. 853-856.
25. C. Cheung and L. Po, "Novel cross-diamond-hexagonal search algorithms for fast block motion estimation," IEEE Trans. Multimed., vol.7, no.1, pp. 16-22, Feb. 2005.
26. F. Vella, A. Castorina, M. Mancuso, and G. Messina, "Digital image stabilization by adaptive block motion vectors filtering," IEEE Trans. Consum. Electron., vol.48, no.3, pp. 796-801, Aug. 2002.
27. S. Erturk, "Digital image stabilization with sub-image phase correlation based global motion estimation," IEEE Trans. Consum. Electron., vol.49, no.4, pp. 1320-1325, Nov. 2003.
28. A. Bosco, A. Bruna, S. Battiato, G. Bella, and G. Puglisi, "Digital video stabilization through curve warping techniques," IEEE Trans. Consum. Electron., vol.54, no.2, pp. 220-224, May 2008.
29. Y. Matsushita, E. Heung, and Y. Shum, "Full-frame video stabilization with motion inpainting," IEEE Trans. Pattern Anal. Mach. Intell., vol.28, no.7, pp. 1150-1163, Jul. 2006.
30. M. Irani, B. Rousso, and S. Peleg, "Recovery of ego-motion using region alignment," IEEE Trans. Pattern Anal. Mach. Intell., vol.19, no.3, pp. 268-272, Mar. 1997.
31. C. Stauffer and W. Grimson, "Adaptive background mixture models for real-time tracking," in Proc. IEEE Comput. Soc. Conf. Comput. Vis. Pattern Recog., 1999, vol.2, pp. 246-252.
32. N. Kim, H. Lee, and J. Lee, "Probabilistic global motion estimation based on Laplacian two-bit plane matching for fast digital image stabilization," EURASIP J. Adv. Signal Process., vol.2008, p. 10, Jan. 2008.
33. A. Hyvarinen, "Survey on independent component analysis," Neural Comput. Surv., vol.2, pp. 94-128, 1999.
34. T. Moon and W. Stirling, Mathematical Methods and Algorithms for Signal Processing. Englewood Cliffs, NJ: Prentice-Hall, 2000.
35. A. Hyvarinen and E. Oja, "A fast fixed-point algorithm for independent component analysis," Neural Comput., vol.9, no.7, pp. 1483-1492, Oct. 1997. (Pubitemid 127462801)
36. J.-F. Cardoso, "Multidimensional independent component analysis," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., 1998, vol.4, pp. 1941-1944.
37. A. Engelsberg and G. Schmidt, "A comparative review of digital image stabilising algorithms for mobile video communications," IEEE Trans. Consum. Electron., vol.45, no.3, pp. 591-597, Aug. 1999.
38. C. Morimoto and R. Chellappa, "Evaluation of image stabilization algorithms," in Proc. Int. Conf. Acoust., Speech, Signal Process., 1998, vol.5, pp. 2789-2792.
39. S. Balakirsky and R. Chellappa, "Performance characterization of image stabilization algorithms," Real-Time Imag., vol.2, no.5, pp. 297-313, Oct. 1996.
40. A. Yeni and S. Erturk, "Fast digital image stabilization using one bit transform based sub-image motion estimation," IEEE Trans. Consum. Electron., vol.51, no.3, pp. 917-921, Aug. 2005.
41. O. Kwon, J. Shin, and J. Paik, "Edge based adaptive Kalman filtering for real-time video stabilization," in Proc. Int. Conf. Consum. Electron., 2006, pp. 75-76.
42. S. Lee, Y. Nakamura, K. Yamane, T. Toujo, S. Takahashi, Y. Tanikawa, and H. Takahashi, "Image stabilization for in vivo microscopy by high-speed visual feedback control," IEEE Trans. Robot., vol.24, no.1, pp. 45-54, Feb. 2008.
43. R. Kurazume and S. Hirose, "Development of image stabilization system for remote operation of walking robots," in Proc. IEEE Int. Conf. Robot. Autom., 2000, vol.2, pp. 1856-1861.
44. E. Courses and T. Surveys, "Robust 3-D motion tracking from stereo images: A model-less method," IEEE Trans. Instrum. Meas., vol.57, no.3, pp. 622-630, Mar. 2008.
45. A. Amanatiadis, I. Andreadis, and K. Konstantinidis, "Design and implementation of a fuzzy area-based image-scaling technique," IEEE Trans. Instrum. Meas., vol.57, no.8, pp. 1504-1513, Aug. 2008.
46. S. Biswas, S. Das, and E. Petriu, "An adaptive compressed MPEG-2 video watermarking scheme," IEEE Trans. Instrum. Meas., vol.54, no.5, pp. 1853-1861, Oct. 2005.