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基于視覺顯著失真度的圖像質(zhì)量自適應(yīng)評(píng)價(jià)方法

豐明坤 趙生妹 邢超

豐明坤, 趙生妹, 邢超. 基于視覺顯著失真度的圖像質(zhì)量自適應(yīng)評(píng)價(jià)方法[J]. 電子與信息學(xué)報(bào), 2015, 37(9): 2062-2068. doi: 10.11999/JEIT141641
引用本文: 豐明坤, 趙生妹, 邢超. 基于視覺顯著失真度的圖像質(zhì)量自適應(yīng)評(píng)價(jià)方法[J]. 電子與信息學(xué)報(bào), 2015, 37(9): 2062-2068. doi: 10.11999/JEIT141641
Feng Ming-kun, Zhao Sheng-mei, Xing Chao. Image Quality Self-adaptive Assessment Based on Visual Salience Distortion[J]. Journal of Electronics & Information Technology, 2015, 37(9): 2062-2068. doi: 10.11999/JEIT141641
Citation: Feng Ming-kun, Zhao Sheng-mei, Xing Chao. Image Quality Self-adaptive Assessment Based on Visual Salience Distortion[J]. Journal of Electronics & Information Technology, 2015, 37(9): 2062-2068. doi: 10.11999/JEIT141641

基于視覺顯著失真度的圖像質(zhì)量自適應(yīng)評(píng)價(jià)方法

doi: 10.11999/JEIT141641

Image Quality Self-adaptive Assessment Based on Visual Salience Distortion

  • 摘要: 針對(duì)結(jié)構(gòu)相似(SSIM)圖像質(zhì)量評(píng)價(jià)算法沒有考慮人眼視覺多通道性和對(duì)圖像高失真評(píng)價(jià)的不穩(wěn)定性,提出一種基于視覺顯著失真度的圖像質(zhì)量自適應(yīng)融合(VSAP)評(píng)價(jià)方法。該方法首先采用log-Gabor濾波提取圖像的高頻、中頻及低頻3層視覺特征,基于log-Gabor變換尺度和方向權(quán)重系數(shù)計(jì)算特征值的相似度;然后基于視覺閾值多分辨性迭加計(jì)算出特征值的失真度;最后,根據(jù)視覺失真度自適應(yīng)融合相似度評(píng)價(jià)與失真度評(píng)價(jià)獲得圖像質(zhì)量的最終客觀評(píng)價(jià)。實(shí)驗(yàn)結(jié)果表明,VSAP方法不但對(duì)圖像不同類型失真的客觀評(píng)價(jià)與主觀感知具有更高的相關(guān)性,而且3個(gè)主要指標(biāo)斯皮爾曼等級(jí)相關(guān)系數(shù)(SROCC)、曲線擬合相關(guān)系數(shù)(CC)和均方根誤差(RMSE)對(duì)圖像不同水平失真的整體評(píng)價(jià)性能更穩(wěn)定,明顯優(yōu)于其它評(píng)價(jià)方法。
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出版歷程
  • 收稿日期:  2014-12-25
  • 修回日期:  2015-04-01
  • 刊出日期:  2015-09-19

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