提出一种基于小波变换的多尺度结构相似度的图像质量评价(WWMS-SSIM)算法。首先对原始图像和失真图像分别进行小波变换,在对应的低频子带图像中比较亮度和相关度差异,在对应高频子带图像中比较对比度、相关度和结构差异,然后赋予不同子带图像不同的视觉加权值,最后得到归一化的图像质量评价值。通过对不同失真类型图像以及Live 数据库图像的评价,证明了提出的算法(WWMS-SSIM)相对均方误差、峰值信噪比、结构相似度以及改进的结构相似度评价算法更符合人类的主观视觉感受。
This paper proposes a new algorithm composed of weighted multi-scale structural similarity (WWMS-SSIM)based on wavelet decomposition and HVS property.Wavelet decomposition is per-formed for the original and distorted images,respectively.Each image can be partitioned into one low-frequency subband (LL)and a series of octave high-pass subbands (HL,LH and HH).Different subbands are processed with different weighting factors.Based on the results of the above,modified WWMS-SSIM can be construced.In terms of experiment results,the new algorithm shows good feasi-bility comparing with MSE,PSNR,SSIM and improved SSIM image quality assessment methods.
参考文献
[1] | 王宇庆;朱明.评价彩色图像质量的四元数矩阵最大奇异值方法[J].光学精密工程,201321(02):470-471. |
[2] | 陈勇;李愿;吕霞付.视觉感知的彩色图像质量积极评价[J].光学精密工程,201321(03):742-750. |
[3] | 郁梅;孔真真;朱江英.基于视觉阈值及通道融合的立体图像质量评价[J].光学精密工程,201321(06):1605-1612. |
[4] | Wang Z;Bovik A C;Hamid R S.Image quality assessment:from error visibility to structural similarity[J].IEEE Transactions on Image Processing,200413(04):600-612. |
[5] | Wang Z;Simoncelli E P;Bovik A C.Multi-scale structural similarity for image quality assessment[A].,2003:1-4. |
[6] | 杨春玲;旷开智;陈冠豪.基于梯度的结构相似度的图像质量评价方法[J].华南理工大学学报(自然科学版),200634(09):22-25. |
[7] | 杨春玲;徐小琳.重视边缘区域的结构相似度图像质量评价[J].中国图像图形学报,201116(12):2133-2139. |
[8] | 苏媛媛;桑庆兵.基于相位一致结构相似度的图像质量评价方法[J].计算机应用,201232(08):2283-2287. |
[9] | Cermak G W.Consumer opinions about frequency of artifacts in digital video[J].IEEE J of Selected Topics in Singnal Processing,20093(02):336-343. |
[10] | Tsai M J;Shen C H.Wavelet tree group modulation(WTGM)or digital image watermarking[A].,2007:173-176. |
[11] | Chandler D M;Hemami S S.A wavelet based visual signal-to-noise ratio for natural images[J].IEEE Tran on Image Processing,20076(09):2284-2298. |
[12] | Marcus J N;Julien R;Murat K.Wavelet-based color image compression:exploiting the contrast sensitivity func-tion[J].IEEE Transactions on Image Processing,200312(01):58-69. |
[13] | 钱方;郭劲;孙涛.基于小波加权的激光干扰效果评估[J].液晶与显示,201328(05):781-787. |
- 下载量()
- 访问量()
- 您的评分:
-
10%
-
20%
-
30%
-
40%
-
50%