#!/usr/bin/env python # -*- coding: utf-8 -*- # Python 2/3 compatibility from __future__ import print_function import numpy as np import cv2 as cv import argparse import sys # [get-psnr] def getPSNR(I1, I2): s1 = cv.absdiff(I1, I2) #|I1 - I2| s1 = np.float32(s1) # cannot make a square on 8 bits s1 = s1 * s1 # |I1 - I2|^2 sse = s1.sum() # sum elements per channel if sse <= 1e-10: # sum channels return 0 # for small values return zero else: shape = I1.shape mse = 1.0 * sse / (shape[0] * shape[1] * shape[2]) psnr = 10.0 * np.log10((255 * 255) / mse) return psnr # [get-psnr] # [get-mssim] def getMSSISM(i1, i2): C1 = 6.5025 C2 = 58.5225 # INITS I1 = np.float32(i1) # cannot calculate on one byte large values I2 = np.float32(i2) I2_2 = I2 * I2 # I2^2 I1_2 = I1 * I1 # I1^2 I1_I2 = I1 * I2 # I1 * I2 # END INITS # PRELIMINARY COMPUTING mu1 = cv.GaussianBlur(I1, (11, 11), 1.5) mu2 = cv.GaussianBlur(I2, (11, 11), 1.5) mu1_2 = mu1 * mu1 mu2_2 = mu2 * mu2 mu1_mu2 = mu1 * mu2 sigma1_2 = cv.GaussianBlur(I1_2, (11, 11), 1.5) sigma1_2 -= mu1_2 sigma2_2 = cv.GaussianBlur(I2_2, (11, 11), 1.5) sigma2_2 -= mu2_2 sigma12 = cv.GaussianBlur(I1_I2, (11, 11), 1.5) sigma12 -= mu1_mu2 t1 = 2 * mu1_mu2 + C1 t2 = 2 * sigma12 + C2 t3 = t1 * t2 # t3 = ((2*mu1_mu2 + C1).*(2*sigma12 + C2)) t1 = mu1_2 + mu2_2 + C1 t2 = sigma1_2 + sigma2_2 + C2 t1 = t1 * t2 # t1 =((mu1_2 + mu2_2 + C1).*(sigma1_2 + sigma2_2 + C2)) ssim_map = cv.divide(t3, t1) # ssim_map = t3./t1; mssim = cv.mean(ssim_map) # mssim = average of ssim map return mssim # [get-mssim] def main(): parser = argparse.ArgumentParser() parser.add_argument("-d", "--delay", type=int, default=30, help=" Time delay") parser.add_argument("-v", "--psnrtriggervalue", type=int, default=30, help="PSNR Trigger Value") parser.add_argument("-r", "--ref", type=str, default="Megamind.avi", help="Path to reference video") parser.add_argument("-t", "--undertest", type=str, default="Megamind_bugy.avi", help="Path to the video to be tested") args = parser.parse_args() sourceReference = args.ref sourceCompareWith = args.undertest delay = args.delay psnrTriggerValue = args.psnrtriggervalue framenum = -1 # Frame counter captRefrnc = cv.VideoCapture(sourceReference) captUndTst = cv.VideoCapture(sourceCompareWith) if not captRefrnc.isOpened(): print("Could not open the reference " + sourceReference) sys.exit(-1) if not captUndTst.isOpened(): print("Could not open case test " + sourceCompareWith) sys.exit(-1) refS = (int(captRefrnc.get(cv.CAP_PROP_FRAME_WIDTH)), int(captRefrnc.get(cv.CAP_PROP_FRAME_HEIGHT))) uTSi = (int(captUndTst.get(cv.CAP_PROP_FRAME_WIDTH)), int(captUndTst.get(cv.CAP_PROP_FRAME_HEIGHT))) if refS != uTSi: print("Inputs have different size!!! Closing.") sys.exit(-1) WIN_UT = "Under Test" WIN_RF = "Reference" cv.namedWindow(WIN_RF, cv.WINDOW_AUTOSIZE) cv.namedWindow(WIN_UT, cv.WINDOW_AUTOSIZE) cv.moveWindow(WIN_RF, 400, 0) #750, 2 (bernat =0) cv.moveWindow(WIN_UT, refS[0], 0) #1500, 2 print("Reference frame resolution: Width={} Height={} of nr#: {}".format(refS[0], refS[1], captRefrnc.get(cv.CAP_PROP_FRAME_COUNT))) print("PSNR trigger value {}".format(psnrTriggerValue)) while True: # Show the image captured in the window and repeat _, frameReference = captRefrnc.read() _, frameUnderTest = captUndTst.read() if frameReference is None or frameUnderTest is None: print(" < < < Game over! > > > ") break framenum += 1 psnrv = getPSNR(frameReference, frameUnderTest) print("Frame: {}# {}dB".format(framenum, round(psnrv, 3)), end=" ") if (psnrv < psnrTriggerValue and psnrv): mssimv = getMSSISM(frameReference, frameUnderTest) print("MSSISM: R {}% G {}% B {}%".format(round(mssimv[2] * 100, 2), round(mssimv[1] * 100, 2), round(mssimv[0] * 100, 2)), end=" ") print() cv.imshow(WIN_RF, frameReference) cv.imshow(WIN_UT, frameUnderTest) k = cv.waitKey(delay) if k == 27: break sys.exit(0) if __name__ == "__main__": main()