NO-REFERENCE IMAGE SHARPNESS ASSESSMENT BASED ON LOCAL PHASE COHERENCE MEASUREMENT

被引:77
|
作者
Hassen, Rania [1 ]
Wang, Zhou [1 ]
Salama, Magdy [1 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
来源
2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING | 2010年
关键词
perceptual image quality; image sharpness; image blur; no-reference image quality assessment; local phase coherence; complex wavelet transform;
D O I
10.1109/ICASSP.2010.5496297
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Sharpness is one of the most determining factors in the perceptual assessment of image quality. Objective image sharpness measures may play important roles in the design and optimization of visual perception-based auto-focus systems and image enhancement, restoration and compression algorithms. Here we propose a new sharpness measure where sharpness is identified as strong local phase coherence evaluated in the complex wavelet transform domain. Our test using the LIVE blur database shows that the proposed algorithm correlates well with subjective quality evaluations. An additional advantage of our approach is that other image distortions such as compression, median filtering and noise contamination that may affect perceptual sharpness can also be detected.
引用
收藏
页码:2434 / 2437
页数:4
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