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Quantitative analysis of PSNR, SSIM and RMSE
2022-07-02 23:10:00 【Miss chenshen】
RMSE The smaller the better.
As a rule of thumb , so to speak RMSE Values in 0.2 ~ 0.5 Between , It shows that the model can predict the data more accurately . Besides , Corrected r Square is greater than 0.75 Is a good value to show the accuracy . In some cases , Adjusted r The square is 0.4 Or more is acceptable .
PSRN The bigger the better
PSNR higher than 40dB It shows that the image quality is excellent ( That is, very close to the original image ),
stay 30—40dB It usually means that the image quality is good ( That is, distortion can be detected but acceptable ),
stay 20—30dB Poor image quality ;
Last ,PSNR lower than 20dB The image is not acceptable
SSIM The bigger the better
SSIM Value range [0,1], The bigger the value is. , Indicates that the smaller the image distortion .
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