NOISE-REDUCTION FILTERS FOR DYNAMIC IMAGE SEQUENCES - A REVIEW

被引:166
作者
BRAILEAN, JC
KLEIHORST, RP
EFSTRATIADIS, S
KATSAGGELOS, AK
LAGENDIJK, RL
机构
[1] ARISTOTELIAN UNIV THESSALONIKI,DEPT ELECT ENGN,THESSALONIKI,GREECE
[2] NORTHWESTERN UNIV,MCCORMICK SCH ENGN & APPL SCI,DEPT ELECT ENGN & COMP SCI,EVANSTON,IL 60208
[3] DELFT UNIV TECHNOL,DEPT ELECT ENGN,INFORMAT THEORY GRP,2600 GA DELFT,NETHERLANDS
关键词
D O I
10.1109/5.406412
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a thorough review is presented of noise reduction filters for digital image sequences. Detailed descriptions of several spatiotemporal and temporal noise reduction algorithms are provided To aid in comparing between these different algorithms, we classify them based on their support (i.e., 3-0 or 1-D filter) and whether or not motion compensation is employed. Several algorithms from each of the four categories are implemented and tested on real sequences degraded to various signal-to-noise ratios. These experimental results are discussed and analyzed to determine the overall advantages and disadvantages of the four general classifications, as well as, the individual filters.
引用
收藏
页码:1272 / 1292
页数:21
相关论文
共 76 条
[1]   ON THE COMPUTATION OF MOTION FROM SEQUENCES OF IMAGES - A REVIEW [J].
AGGARWAL, JK ;
NANDHAKUMAR, N .
PROCEEDINGS OF THE IEEE, 1988, 76 (08) :917-935
[2]  
ALP MB, 1991, MAY IEEE P INT C AC, V4, P2917
[3]   IMAGE MOTION ESTIMATION ALGORITHMS USING CUMULANTS [J].
ANDERSON, JMM ;
GIANNAKIS, GB .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (03) :346-357
[4]  
ARCE G, 1991, IEEE T ACOUST SPEECH, V39, P1147
[5]   LOW BIT-RATE VIDEO CODING USING ROBUST MOTION VECTOR REGENERATION IN THE DECODER [J].
BANHAM, MR ;
BRAILEAN, JC ;
CHAN, CL ;
KATSAGGELOS, AK .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1994, 3 (05) :652-665
[6]  
BERGMANN HC, 1982, JUL IEEE P INT C EL, P215
[7]   ILL-POSED PROBLEMS IN EARLY VISION [J].
BERTERO, M ;
POGGIO, TA ;
TORRE, V .
PROCEEDINGS OF THE IEEE, 1988, 76 (08) :869-889
[8]   A PEL-RECURSIVE WIENER-BASED DISPLACEMENT ESTIMATION ALGORITHM [J].
BIEMOND, J ;
LOOIJENGA, L ;
BOEKEE, DE ;
PLOMPEN, RHJM .
SIGNAL PROCESSING, 1987, 13 (04) :399-412
[9]  
Bierling M., 1988, Proceedings of the SPIE - The International Society for Optical Engineering, V1001, P942, DOI 10.1117/12.969046
[10]   MOTION COMPENSATED IMAGE-CODING WITH A COMBINED MAXIMUM APOSTERIORI AND REGRESSION ALGORITHM [J].
BOWLING, CD ;
JONES, RA .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1985, 33 (08) :844-857