diff --git a/assignments/04_assignment.ipynb b/assignments/04_assignment.ipynb index 1b03eda..0719ba0 100644 --- a/assignments/04_assignment.ipynb +++ b/assignments/04_assignment.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -63,16 +63,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'C:\\\\Users\\\\ksx'" + "'/media/sebastian/Daten/nextcloud/Documents/Programmierung/Python/BildverarbeitungSS18/Hausaufgaben'" ] }, - "execution_count": 6, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -83,14 +83,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "# Load the pictures here\n", "\n", "sample_images = []\n", - "direc = r'D:\\Profile\\ksx\\Eigene Dateien\\FU\\Bildverarbeitung\\BildverarbeitungSS18\\misc\\\\' # directory of the sample pictures relatively to your notebook\n", + "direc = 'misc/' # directory of the sample pictures relatively to your notebook\n", "for number in [1,3,5,6]:\n", " sample_images.append(\n", " np.array(Image.open(direc+'4.2.0'+str(number)+'.tiff'))\n", @@ -103,9 +103,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 94, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [ { @@ -114,15 +114,15 @@ "" ] }, - "execution_count": 9, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -131,29 +131,34 @@ ], "source": [ "def qualify_noise(img):\n", + " def mu2(img):\n", + " result = []\n", + " for i in range(img.shape[2]):\n", + " result.append(np.average(img[:, :, i]))\n", + " return np.array(result) # [mu(r), mu(g), mu(b)]\n", " \"\"\"Qualify the noise based on the std of a gaussian model.\n", " You may find a window that is contant in the images.\n", " \"\"\"\n", " # your code here\n", - " WINDOW_SIZE = 4\n", - " SHIFT = 4\n", + " WINDOW_SIZE = 128\n", + " SHIFT = 128\n", " w, h, d = img.shape\n", " std = []\n", " for ox in range(0, w-WINDOW_SIZE+1, SHIFT):\n", " for oy in range(0, h-WINDOW_SIZE+1, SHIFT):\n", " std_sum = np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 0]) + \\\n", - " np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 0]) + \\\n", - " np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 0])\n", + " np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 1]) + \\\n", + " np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 2])\n", " std.append(std_sum)\n", " \n", - " return np.average(std)\n", + " return np.min(std)\n", "\n", "plt.bar(range(len(sample_images)), [qualify_noise(i) for i in sample_images])" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -162,15 +167,15 @@ "" ] }, - "execution_count": 22, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -181,7 +186,18 @@ "def qualify_sharpness(img):\n", " \"\"\"Qualify the sharpness based on the average pixel differences.\"\"\"\n", " # your code here\n", - " return random.randint(0, 10)\n", + " WINDOW_SIZE = 128\n", + " SHIFT = 128\n", + " w, h, d = img.shape\n", + " std = []\n", + " for ox in range(0, w-WINDOW_SIZE+1, SHIFT):\n", + " for oy in range(0, h-WINDOW_SIZE+1, SHIFT):\n", + " std_sum = np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 0]) + \\\n", + " np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 1]) + \\\n", + " np.std(img[ox:ox+WINDOW_SIZE, oy:oy+WINDOW_SIZE, 2])\n", + " std.append(std_sum)\n", + " \n", + " return np.std(std)\n", "plt.bar(range(len(sample_images)), [qualify_sharpness(i) for i in sample_images])" ] }, @@ -201,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -222,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -231,7 +247,7 @@ "3" ] }, - "execution_count": 11, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -243,32 +259,33 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ + "images1 = [jpeg_quality_filter(img, 1) for img in images_for_jpeg]\n", "images10 = [jpeg_quality_filter(img, 10) for img in images_for_jpeg]\n", - "images50 = [jpeg_quality_filter(img, 10) for img in images_for_jpeg]\n", - "images80 = [jpeg_quality_filter(img, 10) for img in images_for_jpeg]" + "images50 = [jpeg_quality_filter(img, 50) for img in images_for_jpeg]\n", + "images80 = [jpeg_quality_filter(img, 80) for img in images_for_jpeg]" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0\ndurschnitt_x 181.881109873\ndurschnitt_y 181.806442261\nkov_xy: 5656.72905939\nkov_x: 5809.07731206\nkov_y: 5915.75690705\nergbnis: 0.000164586856149\n\ndurschnitt_x 181.881109873\ndurschnitt_y 181.806442261\nkov_xy: 5656.72905939\nkov_x: 5809.07731206\nkov_y: 5915.75690705\nergbnis: 0.000164586856149\n\ndurschnitt_x 181.881109873\ndurschnitt_y 181.806442261\nkov_xy: 5656.72905939\nkov_x: 5809.07731206\nkov_y: 5915.75690705\nergbnis: 0.000164586856149\n\n" + "0\n" ] }, { "data": { - "image/png": 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yqk6+9NJLOywJAABzVonv2mKsV5zzZsff7nGkux/s7kPdfWjfvn07LAkAAHNWie8zSa7c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\nAABDxDcAAAwR3wAAMOT/B1++AoZ3L04KAAAAAElFTkSuQmCC\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -278,14 +295,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1\ndurschnitt_x 123.40128835\ndurschnitt_y 123.380994161\nkov_xy: 13516.772898\nkov_x: 13894.4527932\nkov_y: 13872.4198541\nergbnis: 7.01272525087e-05\n\ndurschnitt_x 123.40128835\ndurschnitt_y 123.380994161\nkov_xy: 13516.772898\nkov_x: 13894.4527932\nkov_y: 13872.4198541\nergbnis: 7.01272525087e-05\n\ndurschnitt_x 123.40128835\ndurschnitt_y 123.380994161\nkov_xy: 13516.772898\nkov_x: 13894.4527932\nkov_y: 13872.4198541\nergbnis: 7.01272525087e-05\n\n" + "1\n" ] }, { "data": { - "image/png": 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ju6r2JHk4yc1JjiS5o6qObJl2Z5I3uvu6JCeSPLRseyTJ8STXJzmW5CtVtWeHNR9KcqK7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\n8v8DcoIraYcEQx0AAAAASUVORK5CYII=\n", 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EMQAAVMIYAAAqYQwAAJUwBgCAShgDAEAljAEAoBLGAABQCWMAAKiEMQAAVMIYAAAqYQwA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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -295,14 +312,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "2\ndurschnitt_x 155.290359497\ndurschnitt_y 155.277422587\nkov_xy: 8642.57089274\nkov_x: 9024.98588177\nkov_y: 8891.93950502\nergbnis: 0.000107687323831\n\ndurschnitt_x 155.290359497\ndurschnitt_y 155.277422587\nkov_xy: 8642.57089274\nkov_x: 9024.98588177\nkov_y: 8891.93950502\nergbnis: 0.000107687323831\n\ndurschnitt_x 155.290359497\ndurschnitt_y 155.277422587\nkov_xy: 8642.57089274\nkov_x: 9024.98588177\nkov_y: 8891.93950502\nergbnis: 0.000107687323831\n\n" + "2\n" ] }, { "data": { - "image/png": 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l/dtQNo93kh9Z/gAAwDnHL1wCAMAQ8Q0AAEPENwAADBHfAAAwRHwDAMAQ8Q0AAEPENwAA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\nk2z2s0kOn+Hxq7P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+ "image/png": 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jAACohDEAAFTCGAAAKmEMAACVMAYAgEoYAwBAJYwBAKASxgAAUAljAACohDEAAFTCGAAA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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -310,40 +327,45 @@ } ], "source": [ - "def kov(x_img, y_img, x_durschnitt, y_durschnitt):\n", - " \n", - " summe = np.multiply(np.subtract(x_img, x_durschnitt), np.subtract(y_img, y_durschnitt))\n", - " #print(summe)\n", - " return np.sum(summe) / (len(img) * len(img[0]))\n", + "def mu(img):\n", + " result = []\n", + " for i in range(img.shape[2]):\n", + " result.append(np.average(img[:, :, i]))\n", + " return np.array(result) # [mu(r), mu(g), mu(b)]\n", + "\n", + "def omega(img, img_mu):\n", + " return np.sqrt(np.average(np.square(img-img_mu))*img.shape[2])\n", + "\n", + "def omega2(img_x, img_x_mu, img_y, img_y_mu):\n", + " pixel = img_x.shape[0]*img_x.shape[1]\n", + " x = (img_x-img_x_mu).reshape(pixel, img_x.shape[2])\n", + " y = (img_y-img_y_mu).reshape(pixel, img_x.shape[2])\n", + " sum = 0\n", + " for xi, yi in zip(x, y):\n", + " sum += xi.dot(yi.T)\n", + " return sum/pixel\n", + " \n", + " #return mu((img_x-img_x_mu).T*(img_y-img_y_mu))**0.5\n", "\n", "def ssim(x, y):\n", " \"\"\"The SSIM similarity measure. Use the parameters from the paper \n", " as on the second to last slide from the lecture\"\"\"\n", - " # your code\n", - " #print(img.shape)\n", - " #durschnitt_img = [np.average(img[:,:,0]), np.average(img[:,:,1]), np.average(img[:,:,2])]\n", - " #durschnitt_filtered_img = [np.average(filtered_img[:,:,0]), np.average(filtered_img[:,:,1]), np.average(filtered_img[:,:,2])]\n", - " durschnitt_x = np.average(x)\n", - " durschnitt_y = np.average(y)\n", - " print('durschnitt_x' , str(durschnitt_x))\n", - " print('durschnitt_y' , str(durschnitt_y))\n", - " kov_xy = kov(x, y, durschnitt_x, durschnitt_y)\n", - " kov_x = kov(x, x, durschnitt_x, durschnitt_x)\n", - " kov_y = kov(y, y, durschnitt_y, durschnitt_y)\n", - " print('kov_xy:',str(kov_xy))\n", - " print('kov_x:',str(kov_x))\n", - " print('kov_y:',str(kov_y))\n", - " c1=0.4\n", - " c2=0.5\n", - " ergbnis= ((2*durschnitt_x*durschnitt_y+c1)*(2*kov_xy + c2))/((durschnitt_x*durschnitt_x+durschnitt_y*durschnitt_y+c1)*(kov_x*kov_x+kov_y*kov_y+c2))\n", - " print('ergbnis:',str(ergbnis))\n", - " print()\n", - " return ergbnis\n", - " #return random.randint(0, 10)\n", + " #print(\"x\", omega(x, mu(x)))\n", + " #print(\"y\", omega(y, mu(y)))\n", + " #print(\"mu\", mu(x))\n", + " #print(\"xy\", omega2(x, mu(x), y, mu(y)))\n", + " mu_x = mu(x)\n", + " mu_y = mu(y)\n", + " o_x = omega(x, mu_x)\n", + " o_y = omega(y, mu_y)\n", + " o_xy = omega2(x, mu_x, y, mu_y)\n", + " c1 = 0.2\n", + " c2 = 0.6\n", + " return (2*mu_x.dot(mu_y.T)+c1) * (2*o_xy+c2) / (mu_x.dot(mu_x.T)+mu_y.dot(mu_y.T)+c1) / (o_x**2+o_y**2+c2)\n", "\n", "for i, img in enumerate(images_for_jpeg):\n", " print(i)\n", - " compressed_images = [images10[i], images50[i], images80[i]]\n", + " compressed_images = [images1[i], images10[i], images50[i], images80[i]]\n", " plt.bar(range(len(compressed_images)),\n", " [ssim(img, comp) for comp in compressed_images])\n", " plt.show()" @@ -351,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -368,7 +390,7 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 3.0 }, "file_extension": ".py", "mimetype": "text/x-python", @@ -380,4 +402,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} +} \ No newline at end of file