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The ‘good-ness’ of any algorithm is gauged by measuring the correlation of algorithmic scores with subjective (differential) mean opinion scores (DMOS/MOS) on a large dataset spanning different distortion.
H. R. Sheikh, A. C. Bovik, and G. de Veciana. An information fidelity criterion for image quality assessment using natural scene statistics. IEEE Transactions on Image Processing, 14(12):2117–2128, Dec. 2005.
FSIM:
L. Zhang, D. Zhang, X. Mou, and D. Zhang. FSIM: A feature similarity index for image quality assessment. IEEE Transactions on Image Processing, 20(8):2378–2386, 2011.