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Compare the quality between two images using RMSE, SSIM, and PSNR. (part of I3D 2018 Montage4D.com)
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ruofeidu/ImageQualityCompare
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Compare the quality between two images using RMSE, SSIM, and PSNR.The values of the PSNR can be predicted from the SSIM and vice-versa. ThePSNR and the SSIM mainly differ on their degree of sensitivity to image degradations.
The executable file is under x64/Release/Compare.exe
Compare image_file_name_1 image_file_name_2 [--mask] [--block_size] 2
- The optional mask parameter will neglect the total white or black pixels in the image1.
- The optional block_size parameter determines the window size of SSIM.
- The smaller block_size is, the slower it runs.
If the compilation fails, please fix the following environment variables:
- OPENCV_INC: Directory to OpenCV include folder.
- OPENCV_LIB: Directory to OpenCV libraries.
- PATH: Addthe executable DLLs of OpenCV and GLUT into an arbitrary directory of PATH.
The square root of the mean squared error. More sensitive than SSIM and PSNR in values.Wiki:https://en.wikipedia.org/wiki/Root-mean-square_deviation
The SSIM index is calculated on various windows of an image.Wiki:https://en.wikipedia.org/wiki/Structural_similarity
PSNR is most often defined via 10 multiplies the log10 of the normalized mean squared error (MSE).Wiki:https://en.wikipedia.org/wiki/Peak_signal-to-noise_ratio