sub_pixel_edge_edge+VGG16.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "sub pixel edge_edge+VGG16.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AnandKhandekar/Sub-Pixel-edge-detection/blob/master/sub_pixel_edge_edge%2BVGG16.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5_57G2VXfJjG",
        "colab_type": "code",
        "outputId": "ac2b6b61-fd97-4728-ecf8-b211b0259079",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "%tensorflow_version 2.x\n",
        "import tensorflow as tf\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Activation, Dropout, Flatten\n",
        "from keras.layers import Conv1D\n",
        "from keras.layers import MaxPooling1D\n",
        "\n",
        "#from keras.applications.vgg16 import VGG16\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FkBzfjhDyMFf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Upload data file\n",
        "from google.colab import files\n",
        "uploaded = files.upload()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n7xe2DxUpqKT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Unzip 'datadir.zip'. Train and Test images are in 'traindir' and 'testdir' respectively\n",
        "# Displays number of train and test images \n",
        "import zipfile\n",
        "import io\n",
        "data = zipfile.ZipFile(io.BytesIO(uploaded['datadir.zip']), 'r')\n",
        "data.extractall()\n",
        "trainimagesdir = os.path.join('/content/datadir/traindir')\n",
        "testimagesdir=os.path.join('/content/datadir/testdir')\n",
        "print('total number of training images:', len(os.listdir(trainimagesdir)))\n",
        "m=len(os.listdir(trainimagesdir))\n",
        "print('total number of testinging images:', len(os.listdir(testimagesdir)))\n",
        "n=len(os.listdir(testimagesdir))\n",
        "print(m,n)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KZBLIG3OqQIv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Read train images, Convert to grayscale, Downsample by factor 4(as per paper),\n",
        "# but here directly resized to 512x612, \n",
        "from google.colab.patches import cv2_imshow\n",
        "cv_img=[]\n",
        "for i in range(m):\n",
        "  img=cv2.imread('/content/datadir/traindir/img'+str(i+1)+'.jpg')\n",
        "  img=cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
        "  resized_img = cv2.resize(img, (612,512))\n",
        "  cv_img.append(resized_img)\n",
        "  cv2.imwrite('/content/datadir/traindir/img'+str(i+1)+'.jpg', img)\n",
        "print(len(cv_img))\n",
        "cv_90rows=[]\n",
        "for i in range(0,len(cv_img)):\n",
        "  im=np.asarray(cv_img[i])\n",
        "  count=0\n",
        "  x=np.array([])\n",
        "  for j in range(0,512,5):\n",
        "    if (count<=89):\n",
        "      x=np.concatenate((x,im[j,:]),axis=0)\n",
        "      count=count+1\n",
        "  x=x.reshape(90,612)\n",
        "  print(x.shape)\n",
        "  cv_90rows.append(x)\n",
        "print(len(cv_90rows))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tiY3V26rrF-D",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# converting 90x612 sized image into 90 individual vectors\n",
        "# This step may not require when input is given to 1D-CNN\n",
        "directory='newtraindir'\n",
        "parentdir='/content/datadir/'\n",
        "mypath=os.path.join(parentdir,directory)\n",
        "os.mkdir(mypath)\n",
        "directory1='newtestdir'\n",
        "parentdir1='/content/datadir/'\n",
        "mypath1=os.path.join(parentdir1,directory1)\n",
        "os.mkdir(mypath1)\n",
        "vectored_img=[]\n",
        "for img in range(len(cv_90rows)):\n",
        "  new_img=cv_90rows[img]\n",
        "  cv2_imshow(new_img)\n",
        "  vector_img=np.reshape(new_img,(90,1,612))\n",
        "  vectored_img.append(vector_img)\n",
        "  print(len(vectored_img))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QYnH8LOSrb0O",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Canny Edge detection is done. \n",
        "sobel_image=[]\n",
        "for img in range(len(cv_90rows)):\n",
        "  new_img=cv_90rows[img]\n",
        "  new_img=np.uint8(new_img)\n",
        "  sobely=cv2.Canny(new_img,248,255)\n",
        "  print(new_img.shape)\n",
        "  sobel_image.append(sobely)\n",
        "  print(len(sobel_image))\n",
        "  cv2_imshow(sobel_image[img])\n",
        "sobel_img_transpose=[]\n",
        "for img in range(len(sobel_image)):\n",
        "  sobel_img_trans=cv2.transpose(sobel_image[img])\n",
        "  print(sobel_img_trans.shape)\n",
        "  sobel_img_transpose.append(sobel_img_trans)\n",
        "print(len(sobel_img_transpose))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s1C0A2hurz8j",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Only thin vertival edges detected by erosion\n",
        "# Co ordinates of edge in each image are found\n",
        "eroded_image=[]\n",
        "list_of_coordinates=[]\n",
        "kernel=np.ones((1,3),np.uint8)\n",
        "for img in range(len(sobel_img_transpose)):\n",
        "  eroded=cv2.erode(sobel_img_transpose[img],kernel)\n",
        "  eroded_image.append(eroded)\n",
        "  indices = np.where(eroded ==255)\n",
        "  coordinates = zip(indices[0], indices[1])\n",
        "  x=tuple(coordinates)\n",
        "  cv2_imshow(eroded_image[img])\n",
        "  print(len(x))\n",
        "  list_of_coordinates.append(x)\n",
        "list_of_coordinates1 = [list(y) for y in list_of_coordinates]\n",
        "print(list_of_coordinates1[0])\n",
        "print(list_of_coordinates1)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uujYDp_Dr8dO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Co ordinates of edge to be passed as y_train to CNN are calculated\n",
        "# x co ordinate is selected by finding x value which is repeated maximum number of times. This gives continuous edge\n",
        "# y co ordinate is selected by finding mean of y values so that thickness will be of single pixel \n",
        "import statistics\n",
        "final_ans = [] # list to be returned\n",
        "for sub_list in list_of_coordinates1:\n",
        "    first_el = [] # storing first tuple element \n",
        "    second_el = [] # storing second tuple element \n",
        "\n",
        "    for item in sub_list:\n",
        "        a,b = item\n",
        "        first_el.append(a)\n",
        "        second_el.append(b)\n",
        "    \n",
        "    # for the Q1, used mode from stats library\n",
        "    # for Q2, used mean from stats library, rounded off to 2 decimal places (remove round function if not needed)\n",
        "    final_ans.append((statistics.mode(first_el), round(statistics.mean(second_el), 2)))\n",
        "    # print(statistics.mode(first_el), statistics.mean(second_el))\n",
        "\n",
        "print(final_ans)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "sBtAWcrlllPr",
        "colab": {}
      },
      "source": [
        "#input_shape = (90,612)\n",
        "\n",
        "model = Sequential([\n",
        "                    Conv1D(64,3,activation='relu',input_shape=(612,90),padding='same'),\n",
        "                    Conv1D(64,3,activation='relu',padding='same'),\n",
        "                    MaxPooling1D(2,strides=2),\n",
        "                    Conv1D(128,3,activation='relu',padding='same'),\n",
        "                    Conv1D(128,3,activation='relu',padding='same'),\n",
        "                    MaxPooling1D(2,strides=2),\n",
        "                    Conv1D(256,3,activation='relu',padding='same'),\n",
        "                    Conv1D(256,3,activation='relu',padding='same'),\n",
        "                    Conv1D(256,3,activation='relu',padding='same'),\n",
        "                    MaxPooling1D(1,2),\n",
        "                    Conv1D(512,3,activation='relu',padding='same'),\n",
        "                    Conv1D(512,3,activation='relu',padding='same'),\n",
        "                    Conv1D(512,2,activation='relu',padding='same'),\n",
        "                    MaxPooling1D(1,2),\n",
        "                    Conv1D(512,3,activation='relu',padding='same'),\n",
        "                    Conv1D(512,3,activation='relu',padding='same'),\n",
        "                    Conv1D(512,2,activation='relu',padding='same'),\n",
        "                    MaxPooling1D(1,2),\n",
        "                    Flatten(),\n",
        "                    Dense(4096,activation='relu'),\n",
        "                    Dense(4096,activation='relu')\n",
        "])\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z4x_zoD8ssG-",
        "colab_type": "code",
        "outputId": "c4a47a3e-3a1e-47b8-fa04-d04670664bd3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 881
        }
      },
      "source": [
        "\n",
        "model.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_6\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv1d_63 (Conv1D)           (None, 612, 64)           17344     \n",
            "_________________________________________________________________\n",
            "conv1d_64 (Conv1D)           (None, 612, 64)           12352     \n",
            "_________________________________________________________________\n",
            "max_pooling1d_25 (MaxPooling (None, 306, 64)           0         \n",
            "_________________________________________________________________\n",
            "conv1d_65 (Conv1D)           (None, 306, 128)          24704     \n",
            "_________________________________________________________________\n",
            "conv1d_66 (Conv1D)           (None, 306, 128)          49280     \n",
            "_________________________________________________________________\n",
            "max_pooling1d_26 (MaxPooling (None, 153, 128)          0         \n",
            "_________________________________________________________________\n",
            "conv1d_67 (Conv1D)           (None, 153, 256)          98560     \n",
            "_________________________________________________________________\n",
            "conv1d_68 (Conv1D)           (None, 153, 256)          196864    \n",
            "_________________________________________________________________\n",
            "conv1d_69 (Conv1D)           (None, 153, 256)          196864    \n",
            "_________________________________________________________________\n",
            "max_pooling1d_27 (MaxPooling (None, 77, 256)           0         \n",
            "_________________________________________________________________\n",
            "conv1d_70 (Conv1D)           (None, 77, 512)           393728    \n",
            "_________________________________________________________________\n",
            "conv1d_71 (Conv1D)           (None, 77, 512)           786944    \n",
            "_________________________________________________________________\n",
            "conv1d_72 (Conv1D)           (None, 77, 512)           524800    \n",
            "_________________________________________________________________\n",
            "max_pooling1d_28 (MaxPooling (None, 39, 512)           0         \n",
            "_________________________________________________________________\n",
            "conv1d_73 (Conv1D)           (None, 39, 512)           786944    \n",
            "_________________________________________________________________\n",
            "conv1d_74 (Conv1D)           (None, 39, 512)           786944    \n",
            "_________________________________________________________________\n",
            "conv1d_75 (Conv1D)           (None, 39, 512)           524800    \n",
            "_________________________________________________________________\n",
            "max_pooling1d_29 (MaxPooling (None, 20, 512)           0         \n",
            "_________________________________________________________________\n",
            "flatten_6 (Flatten)          (None, 10240)             0         \n",
            "_________________________________________________________________\n",
            "dense_11 (Dense)             (None, 4096)              41947136  \n",
            "_________________________________________________________________\n",
            "dense_12 (Dense)             (None, 4096)              16781312  \n",
            "=================================================================\n",
            "Total params: 63,128,576\n",
            "Trainable params: 63,128,576\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jKeGHE5aptqh",
        "colab_type": "code",
        "outputId": "f4bf898e-2b68-474c-f303-b14cf3571eef",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "print(len(model.layers))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "21\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-kZOj5cuqBz2",
        "colab_type": "code",
        "outputId": "d7452d63-43b2-4ec0-b9d9-92377f587fcf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "model.layers[20].output"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tf.Tensor 'dense_12/Relu:0' shape=(None, 4096) dtype=float32>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yaAEfzaFqSh0",
        "colab_type": "code",
        "outputId": "7a089ca5-367b-4db3-c86e-e78002181bc3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "tf.expand_dims(\n",
        "    model.layers[20].output, axis=0, name=None\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<tf.Tensor 'ExpandDims_1:0' shape=(1, None, 4096) dtype=float32>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Lxh6Wcx0x_QU",
        "colab_type": "text"
      },
      "source": [
        "# Summary of FILTER shapes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FWBL2l2-rPi-",
        "colab_type": "code",
        "outputId": "d521c7d8-ea04-40e3-a05c-658f42fa9dcf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 242
        }
      },
      "source": [
        "for layer in model.layers:\n",
        "\t# check for convolutional layer\n",
        "\tif 'conv' not in layer.name:\n",
        "\t\tcontinue\n",
        "\t# get filter weights\n",
        "\tfilters, biases = layer.get_weights()\n",
        "\tprint(layer.name, filters.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "conv1d_63 (3, 90, 64)\n",
            "conv1d_64 (3, 64, 64)\n",
            "conv1d_65 (3, 64, 128)\n",
            "conv1d_66 (3, 128, 128)\n",
            "conv1d_67 (3, 128, 256)\n",
            "conv1d_68 (3, 256, 256)\n",
            "conv1d_69 (3, 256, 256)\n",
            "conv1d_70 (3, 256, 512)\n",
            "conv1d_71 (3, 512, 512)\n",
            "conv1d_72 (2, 512, 512)\n",
            "conv1d_73 (3, 512, 512)\n",
            "conv1d_74 (3, 512, 512)\n",
            "conv1d_75 (2, 512, 512)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2WelgH-3sImR",
        "colab_type": "code",
        "outputId": "3f658731-2aa3-4edf-a1c1-074952dd26ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 155
        }
      },
      "source": [
        " top_layer = model.layers[0]\n",
        "top_layer1=model.layers[1]\n",
        "fig = plt.figure(figsize=(13,5))\n",
        "plt.imshow(top_layer.get_weights()[0][:, :,0 ].squeeze(), cmap='hsv')\n",
        "fig = plt.figure(figsize=(13,5))\n",
        "plt.imshow(top_layer1.get_weights()[0][:, :, 0].squeeze(),cmap='plasma')      \n",
        "                                                      "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f857574a780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 936x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 936x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l9SkBgZ9LvoY",
        "colab_type": "text"
      },
      "source": [
        "# https://keras.io/visualization/"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oxH5csRVx_Rj",
        "colab_type": "code",
        "outputId": "b5ce15ef-3c6f-4e16-8682-876de04c8e1a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "from keras.utils import plot_model\n",
        "plot_model(model, to_file='model.png',show_shapes= True,expand_nested=True )"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xOKD1yXELXWE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}