FR-IQA
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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
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
SSIM
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不够准确
MS-SSIM,IW-SSIM,VIF,MAD,FSIM,VSI,NLPD,LPIPS,...
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不够高效
PAMSE,GMSD,...
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Not misalignment-aware
Adapative linear system,CW-SSIM,GTI-IQA
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Not color-aware
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Not texture aware