Multiscale image denoising algorithm based on image fusion

被引:0
作者
Wang, W [1 ]
Xing, FC [1 ]
Rui, GS [1 ]
Wang, XD [1 ]
机构
[1] Navy Aeronaut Engn Inst, Yantai 264001, Peoples R China
来源
ICEMI 2005: Conference Proceedings of the Seventh International Conference on Electronic Measurement & Instruments, Vol 6 | 2005年
关键词
Image fusion; dependency; intrascale; interscale; denoising; SSIM index;
D O I
暂无
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
A novel multiscale image denoising method based on image fusion is proposed, which combines high denoising ability of intrascale statistical dependency models with better performance of edge preservation of interscale ones. And we introduce a novel image assessment measure based on structural similarity (SSIM) index to evaluate the equality of original denoised images and fusion image compared to noise-free image. Simulation results show that the proposed method has better visual effect and higher denoising quality than the previous methods.
引用
收藏
页码:582 / 585
页数:4
相关论文
共 10 条
[1]   Wavelet-based statistical signal processing using hidden Markov models [J].
Crouse, MS ;
Nowak, RD ;
Baraniuk, RG .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (04) :886-902
[2]   MULTISENSOR IMAGE FUSION USING THE WAVELET TRANSFORM [J].
LI, H ;
MANJUNATH, BS ;
MITRA, SK .
GRAPHICAL MODELS AND IMAGE PROCESSING, 1995, 57 (03) :235-245
[3]   Information-theoretic analysis of interscale and intrascale dependencies between image wavelet coefficients [J].
Liu, J ;
Moulin, P .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (11) :1647-1658
[4]  
LOPRESTO S, 1997, DAT COMPR C 97 SNOWB, P221
[5]   Low-complexity image denoising based on statistical modeling of wavelet coefficients [J].
Mihçak, MK ;
Kozintsev, I ;
Ramchandran, K ;
Moulin, P .
IEEE SIGNAL PROCESSING LETTERS, 1999, 6 (12) :300-303
[6]   A joint inter- and intrascale statistical model for Bayesian wavelet based image denoising [J].
Pizurica, A ;
Philips, W ;
Lemahieu, I ;
Acheroy, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (05) :545-557
[7]  
PORTILLA J, 2001, IEEE T IMAGE PROCESS, V12, P1338
[8]   EMBEDDED IMAGE-CODING USING ZEROTREES OF WAVELET COEFFICIENTS [J].
SHAPIRO, JM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (12) :3445-3462
[9]   Image quality assessment: From error visibility to structural similarity [J].
Wang, Z ;
Bovik, AC ;
Sheikh, HR ;
Simoncelli, EP .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) :600-612
[10]  
ZHANG H, 2000, P IEEE INT C AC SPEE, V5, P2179