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No-reference image quality assessment based on natural
结合NSS和小波变换的无参考图像质量评价

Keywords: no-reference image quality assessment,natural scene statistics (NSS) model,wavelet transform,multi-scale prediction,energy compensation
无参考图像质量评价
,自然场景统计模型,小波变换,多尺度预测,能量补偿

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Abstract:

To estimate a range of image distortions,a novel no-reference image quality assessment method is proposed based on wavelet multi-scale transformation.For natural scene statistics (NSS) model,the sub-band energy of wavelet transformation has a linear distribution with scale index.According to this principle,the energy distribution of ideal image could be predicted from high-scale sub-band energy,which was not badly affected by distortion.Meanwhile, an effective method for identifying and compensating for an inappropriate distortion was presented.Finally,the quality metric was constructed by quantifying the difference between predicted energy and real energy in degradation image.Experimental results showed that the new method was consistent with subjective assessment and outperformed the other methods.

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