From a4bac4f37f38da0854c4fed80933aff8126e610e Mon Sep 17 00:00:00 2001 From: xdrm-brackets Date: Mon, 28 Sep 2015 16:54:23 +0200 Subject: [PATCH] =?UTF-8?q?SNR=20presque=20fini,=20dossier=20avanc=C3=A9?= =?UTF-8?q?=20+=20..?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- code/AdditiveNoise.bmp | Bin 263222 -> 0 bytes code/BMPFile.py | 4 + code/Noise.py | 84 +++++++- code/SaltAndPepper.bmp | Bin 0 -> 263222 bytes code/main.py | 6 +- code/new.bmp | Bin 263222 -> 263222 bytes code/tests.py | 55 +++++ dossier/.dossier.tex.swp | 438 +++++++++++++++++++++++++++++++++++++++ dossier/dossier.pdf | Bin 1401813 -> 1821926 bytes dossier/dossier.tex | 6 +- 10 files changed, 585 insertions(+), 8 deletions(-) delete mode 100644 code/AdditiveNoise.bmp create mode 100644 code/SaltAndPepper.bmp create mode 100644 dossier/.dossier.tex.swp diff --git a/code/AdditiveNoise.bmp b/code/AdditiveNoise.bmp deleted file mode 100644 index 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+394,10 @@ class RGBPixel: self.g = self.intData[1] self.b = self.intData[2] + # retourne la moyenne des 3 canaux RGB (c'est à dire en nuances de gris) + def grayscale(self): + return ( self.r + self.g + self.b ) / 3 + diff --git a/code/Noise.py b/code/Noise.py index 9172b89..b6a5c1a 100644 --- a/code/Noise.py +++ b/code/Noise.py @@ -7,6 +7,11 @@ import time from utility import SaltAndPepper_Noise, Additive_Noise, Multiplicative_Noise, Color_Noise, Gaussian_Noise from utility import Filter, Shape +from BMPFile import RGBPixel + + + + class Noise: # instanciation des classes qui sont dans utility/ @@ -18,4 +23,81 @@ class Noise: self.Color = Color_Noise.Color_Noise(); self.Filter = Filter.Filter(); - self.Shape = Shape.Shape(); \ No newline at end of file + self.Shape = Shape.Shape(); + + # retourne le SNR d'une image bruitée par rapport à sa référence + # @param uRef matrice de pixels de l'image d'origine + # @param uNoisy matrice de pixels de l'image bruitée + # + # @return SNR retourne le SNR associé + # + def SNR(self, uRef, uNoisy, grayscale=True): + width = len( uRef[0] ) + height = len( uRef ) + + # si les images n'ont pas les mêmes tailles + if len(uNoisy) != height or len(uNoisy[0]) != width: + print "Tailles différentes"; + exit(); + + # on calcule la puissance du signal + P_uRef = self.Power( uRef ) if not grayscale else self.Power_grayscale( uRef ) + + # on calcule la matrice de = l'image bruitée - l'image d'origine = le bruit uniquement + uNoise = [] + + # pour chaque pixel + for lineNoisy, lineRef in zip(uNoisy, uRef): + + uNoise.append( [] ); + + for pixNoisy, pixRef in zip(lineNoisy, lineRef): + uNoise[pixRef.y].append( RGBPixel( + r = 0 if pixNoisy.r-pixRef.r < 0 else pixNoisy.r-pixRef.r, # on tronque à 0 si négatif + g = 0 if pixNoisy.g-pixRef.g < 0 else pixNoisy.g-pixRef.g, # on tronque à 0 si négatif + b = 0 if pixNoisy.b-pixRef.b < 0 else pixNoisy.b-pixRef.b, # on tronque à 0 si négatif + x = pixRef.x, + y = pixRef.y, + bpp = pixRef.bpp, + ) ) + + + # on calcule la puissance du bruit + P_uNoise = self.Power( uNoise ) if not grayscale else self.Power_grayscale( uNoise ) + + if P_uNoise == 0: + return 0; + else: + return 1.0 * P_uRef / P_uNoise; + + + + + # retourne la puissance d'une image (somme du carré de ses valeurs) teinte de gris + # @param pixelMap matrice de pixels de l'image de laquelle on veut la puissance + # + # @return power puissance de l'image + # + def Power_grayscale(self, pixelMap): + power = 0; + + for line in pixelMap: + for pix in line: + power += pix.grayscale() ** 2 + + return power; + + + # retourne la puissance d'une image (somme du carré de ses valeurs) teinte de gris + # @param pixelMap matrice de pixels de l'image de laquelle on veut la puissance + # + # @return power puissance de l'image + # + def Power(self, pixelMap): + power = 0; + + for line in pixelMap: + for pix in line: + power += pix.r ** 2 + pix.g ** 2 + pix.b ** 2 + + return power; \ No newline at end of file diff --git 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