{"cells":[{"cell_type":"code","execution_count":1,"id":"e9af8d79","metadata":{"id":"e9af8d79","executionInfo":{"status":"ok","timestamp":1647882362665,"user_tz":240,"elapsed":296,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}}},"outputs":[],"source":["import sys\n","import numpy as np\n","from skimage import io\n","import matplotlib.pyplot as plt"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CBR1uO9Ffv4g","executionInfo":{"status":"ok","timestamp":1647882377100,"user_tz":240,"elapsed":14438,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}},"outputId":"3b00d005-a998-4de5-c1fc-e55a9609fc04"},"id":"CBR1uO9Ffv4g","execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","execution_count":3,"id":"9947c00b","metadata":{"id":"9947c00b","executionInfo":{"status":"ok","timestamp":1647882377101,"user_tz":240,"elapsed":6,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}}},"outputs":[],"source":["def conv2D(img, kernel, strides=1):\n","\n"," # Get shape of image and kernel\n"," xK, yK = kernel.shape\n"," xhK = int(np.ceil(xK / 2)) ## Half size for kernel\n"," yhK = int(np.ceil(yK / 2)) ## Half size for kernel\n"," \n"," xI, yI = img.shape\n","\n"," # Get shape of output img\n"," xOut = int(((xI - xK) / strides) + 1)\n"," yOut = int(((yI - yK) / strides) + 1)\n"," outImg = np.zeros([xOut, yOut])\n","\n"," # Convolve image with the kernel\n"," for i,x in enumerate(np.arange(xhK, xI-xhK, strides)):\n"," for j,y in enumerate(np.arange(yhK, yI-yhK, strides)):\n"," imgMat = img[ x-xhK+1 : x+xhK, y-yhK+1 : y+yhK ]\n"," outImg[i, j] = (kernel * imgMat).sum()\n","\n"," return outImg\n"]},{"cell_type":"code","execution_count":9,"id":"97a7e9c3","metadata":{"id":"97a7e9c3","executionInfo":{"status":"ok","timestamp":1647882436644,"user_tz":240,"elapsed":129,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}}},"outputs":[],"source":["##############################\n","## Define args\n","indir = '/content/drive/MyDrive/CommonFiles/MUSA650-Data'\n","imgName = indir + '/upenn1.png'\n","#imgName = indir + '/Lenna.png'\n","kernel = np.array([[-1, -1, -1], [-1, 9, -1], [-1, -1, -1]]) \n","#kernel = np.array([[-1, -1, -1], [1, 1, 1], [-1, -1, -1]]) \n","kernel = np.ones([13,13])/169\n","#kernel = np.array([[-1, -2, -1], [0, 0, 0], [1, 2, 1]])\n","#kernel = np.array([[-1, -2, -1], [0, 0, 0], [1, 2, 1]]).T"]},{"cell_type":"code","execution_count":10,"id":"c12450db","metadata":{"id":"c12450db","executionInfo":{"status":"ok","timestamp":1647882442226,"user_tz":240,"elapsed":306,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}}},"outputs":[],"source":["## Read img\n","img = io.imread(imgName, as_gray=True)"]},{"cell_type":"code","execution_count":6,"id":"e08f427b","metadata":{"id":"e08f427b","executionInfo":{"status":"ok","timestamp":1647882377936,"user_tz":240,"elapsed":4,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}}},"outputs":[],"source":["## Increase contrast\n","#img = (img - 0.15)/0.85\n","#img[img<0]=0 \n","#img[img>1]=1"]},{"cell_type":"code","execution_count":11,"id":"bd6ce34e","metadata":{"id":"bd6ce34e","executionInfo":{"status":"ok","timestamp":1647882451405,"user_tz":240,"elapsed":1492,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}}},"outputs":[],"source":["## Apply convolution\n","#imgC = convolve2D(img, kernel, padding=1, strides = 5)\n","imgC = conv2D(img, kernel, strides = 1)"]},{"cell_type":"code","execution_count":12,"id":"4195ed37","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":255},"id":"4195ed37","executionInfo":{"status":"ok","timestamp":1647882454405,"user_tz":240,"elapsed":925,"user":{"displayName":"Guray Erus","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiGnBNnSM10DAl86Xzx2wV9MnzBNDvcAv6FeVBn=s64","userId":"15374812584437350386"}},"outputId":"b03bddc9-1ff5-4f55-950c-0fa0ca9c41e7"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}],"source":["## Show img\n","f, ax = plt.subplots(1, 2, figsize=(12, 24))\n","ax[0].imshow(img, cmap='gray')\n","ax[1].imshow(imgC, cmap='gray')\n","plt.show()\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.10"},"colab":{"name":"ImgConv2D.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":5}