OMQDI: Objective Measure of Quality of Denoised Images

This python module implements the Objective Quality Measure of Denoised Images, a no-reference image quality assessment metric developed for magnetic resonance images.

Usage

Pass a single-channel 2D noisy image array and a denoised version to OMQDI. The order of images does not affect the result.

from IQA import OMQDI
X = imread(noisey.png)
Y = imread(denoised.png)
omqdi_value, edge_preservation_factor, noise_suppression_factor = OMQDI(X, Y)

References

[1] V. R. Simi, D. Reddy Edla, and J. Joseph, “A no-reference metric to assess quality of denoising for Magnetic Resonance images,” Biomedical Signal Processing and Control, vol. 70, p. 102962, 2021, doi: 10.1016/j.bspc.2021.102962.