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diff --git a/docs/demos/qualitymetrics.py b/docs/demos/qualitymetrics.py
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+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Wed Feb 21 13:34:32 2018
+# quality metrics
+@authors: Daniil Kazantsev, Edoardo Pasca
+"""
+import numpy as np
+
+def nrmse(im1, im2):
+ rmse = np.sqrt(np.sum((im2 - im1) ** 2) / float(im1.size))
+ max_val = max(np.max(im1), np.max(im2))
+ min_val = min(np.min(im1), np.min(im2))
+ return 1 - (rmse / (max_val - min_val))
+
+def rmse(im1, im2):
+ rmse = np.sqrt(np.sum((im1 - im2) ** 2) / float(im1.size))
+ return rmse