순서 통계형-적응 가중평균 혼성필터를 이용한 잡음화된 영상열의 향상

Enhancement of noisy image sequence using order statistic-adaptive weighted average hybrid filters

  • 발행 : 1997.01.01

초록

In this research we propose the design of the Order Statistic-Adaptive Weighted Average Hybrid(OS-AWAH) filter which can suppress noise from the corrupted image sequence effectively while preserving the image structure. The proposed filter combines the desirable properties of the order static based spatial filter which can preserve the image structure while reducing noise and the adaptive weighted average based temporal filter which can adapt the filtering weights according to the amount of motion without motion estimation. Performance characteristics of the OS-AWAH filter in noisy sequences containing moving step edges are investigated throuth computer simulations and compared with the median based filters such as 3-D WM(weighted median) filter, MMF (multistage median filter), ADCWM(adaptive directional center weighted median) filter. The visual evaluations are also carried out by applyin gthe filters to the real images. The statistical analysis and experimental reslts show that the OS-AWAH filter is effective in preserving image structures while suppressing noise effectively without motion compensation preprocessing.

키워드

참고문헌

  1. Proc. IEEE v.83 Noise Reduction Filters for Dynamic Image Sequences:A Review J.C. Brailean;R.P. Kleihorst;S. Efstratiadis;A.K. Katsaggelos;R.L. Lagendijk
  2. Proc. IEEE Int. Conf. Acoust., Speech, Signal Process Imjplicit motion compensated noise reduction of motion video signals D. Martinez;J.S. LIm
  3. Proc. IEEE ICASSP 91 v.4 Temporally adaptive filtering of noisy image sequence using a robust motion estimation algorithm M.I. Sezan;M.K. Ozkan;S.V. Fogel
  4. IEEE Trans. Circ., and Syst. for Video Tech. v.3 Adaptive motion compensated filtering of noisy image sequences M.K. Ozkan;M.I. Sezan;A.M. Tekalp
  5. IEEE Trans. Signal Process. v.39 Least squares restoration of multichannel images N.P. Galatsanos;A.K. Katsaggelos;R.T. Chin;A.D. Hillery
  6. IEEE Trans. on Image Processing v.1 no.4 Efficient Multiframe Wiener Restoration of Blurred and Noisy Image Sequences M.K. Ozkan(et. al)
  7. Image Sequence Processing and Dynamic Scene Analysis 3-D Kalman filtering of image sequences D. Cano;M. Benard
  8. Motion Estimation and Image Sequence Processing Motion Compensated Spatiotemporal Kalman Filter J. W.Woods;J. Kim;M.I. Sezan(Ed);R.L. Lagendijk(Ed)
  9. Motion analysis and image sequence processing 3-D Median Structures for Image Sequence Filtering and Coding T. Viero;Y. Neuvo;M.I. Sezan(ed.)
  10. IEEE Trans. Signal Processing v.39 no.5 Multistage Order Statistic Filters for Image Sequence Processing G.R. Arce
  11. IEEE Trans. Circuits and Systems-Ⅱ: Analog and Digital Signal Processing v.40 no.8 Image Sequence Enhancement Based on Adaptive Symmetric Order Statistics S.J. Ko;T.M. Forest
  12. IEEE Trans. Circuits and Systems v.38 no.9 Center Weighted Median Filters and Their Applications to Image Enhancement S.J. Ko;Y.H. Lee
  13. IEEE Trans. on signal processing v.41 no.3 LUM filters: A class of rank-order-based filters for smoothing and sharpening R.C. Hardie;C.G. Boncelet
  14. IEEE Trans. Pattern Anal. Mach. Intell. v.PAMI-2 Digital image enhancement and noise filtering by use of local statistics J.S. Lee