lmage Quality Assessment:Unifying Structure and Texture Similarity

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FR-IQA

  • Error Visibility method

    MSE(PSNR),VSNR,MAD,PAMSE,NLPD,...

  • Structural similarity methods

    SSIM,MS-SSIM,IW-SSIM,FSIM,GSIM,GMSD,VSI,...

  • Information theoretic methods

    IFC,VIF,...

  • Learning based methods

    DNN-based: WaDiQaM-FR,DeepQA,LPIPS,PieAPP,..

  • Fusion based methods

MAE+VGG Loss,..

MSE

MSE不太行

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八张图与中间图片mse都是一样的,但是能明显感到图片质量不同

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SSIM

  • 不够准确

    MS-SSIM,IW-SSIM,VIF,MAD,FSIM,VSI,NLPD,LPIPS,...

  • 不够高效

    PAMSE,GMSD,...

  • Not misalignment-aware

    Adapative linear system,CW-SSIM,GTI-IQA

  • Not color-aware

  • Not texture aware

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