diff --git a/Machine Learnign TASK1.ipynb b/Machine Learnign TASK1.ipynb new file mode 100644 index 00000000..9907e56b --- /dev/null +++ b/Machine Learnign TASK1.ipynb @@ -0,0 +1,584 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Untitled0.ipynb", + "version": "0.3.2", + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3id3j4BRExGe", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 122 + }, + "outputId": "61fbb893-43d0-4e37-f658-fe4b4a8e8858" + }, + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n", + "\n", + "Enter your authorization code:\n", + "··········\n", + "Mounted at /content/drive\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fU1RE-7mFGAh", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "c47095c4-fc4e-4caf-e57f-58a1b336b710" + }, + "source": [ + "!unzip negative_images.zip" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Archive: negative_images.zip\n", + " inflating: negative_images/download (1).jpg \n", + " inflating: negative_images/download (10).jpg \n", + " inflating: negative_images/download (100).jpg \n", + " inflating: negative_images/download (11).jpg \n", + " inflating: negative_images/download (12).jpg \n", + " inflating: negative_images/download (13).jpg \n", + " inflating: negative_images/download (14).jpg \n", + " inflating: negative_images/download (15).jpg \n", + " inflating: negative_images/download (16).jpg \n", + " inflating: negative_images/download (17).jpg \n", + " inflating: negative_images/download (18).jpg \n", + " inflating: negative_images/download (19).jpg \n", + " inflating: negative_images/download (2).jpg \n", + " inflating: negative_images/download (20).jpg \n", + " inflating: negative_images/download (21).jpg \n", + " inflating: negative_images/download (22).jpg \n", + " inflating: negative_images/download (23).jpg \n", + " inflating: negative_images/download (24).jpg \n", + " 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plate_number/AA689-GGE.jpg \n", + " inflating: plate_number/AA79-AKK.jpg \n", + " inflating: plate_number/AAA-378AA.jpeg \n", + " inflating: plate_number/ABC-323AG.jpg \n", + " inflating: plate_number/ABC-499MJ.jpg \n", + " inflating: plate_number/ABC-87SJ.jpg \n", + " inflating: plate_number/ABJ-669NS.jpg \n", + " inflating: plate_number/ACH-538AA.jpg \n", + " inflating: plate_number/AE164-SKK.jpg \n", + " inflating: plate_number/AE192-KPU.jpg \n", + " inflating: plate_number/AFR-584AA.jpg \n", + " inflating: plate_number/AG887-MKR.jpeg \n", + " inflating: plate_number/AJ440-BDG.jpg \n", + " inflating: plate_number/AP241-YEN.jpg \n", + " inflating: plate_number/APP-242XE.jpg \n", + " inflating: plate_number/APP-456CV.jpeg \n", + " inflating: plate_number/AR887-SMK.jpg \n", + " inflating: plate_number/AU-73671.jpg \n", + " inflating: plate_number/AZM-9590.jpg \n", + " inflating: plate_number/B-21728.jpg \n", + " inflating: plate_number/BCC-38933.jpg \n", + " inflating: 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" inflating: plate_number/CYD-1860.jpg \n", + " inflating: plate_number/CZLD-2065.jpg \n", + " inflating: plate_number/D-00179.jpg \n", + " inflating: plate_number/D-2486.jpg \n", + " inflating: plate_number/D3-217.jpg \n", + " inflating: plate_number/D-4473.jpg \n", + " inflating: plate_number/D-5409.jpg \n", + " inflating: plate_number/DFS-041.jpg \n", + " inflating: plate_number/DKA-458DM.jpg \n", + " inflating: plate_number/DP505-BEN.jpg \n", + " inflating: plate_number/DXR-822.jpg \n", + " inflating: plate_number/DZ423-RBC.jpg \n", + " inflating: plate_number/EFR-569QT.jpg \n", + " inflating: plate_number/EJG-604AA.jpeg \n", + " inflating: plate_number/EKY-402AL.jpg \n", + " inflating: plate_number/ENU-583DL.jpg \n", + " inflating: plate_number/EPE-207CB.jpg \n", + " inflating: plate_number/FKJ-254XA.jpg \n", + " inflating: plate_number/FW799-ABC.jpg \n", + " inflating: plate_number/GAK-872XH.jpeg \n", + " inflating: plate_number/GAK-874XH.jpg \n", + " inflating: 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plate_number/SCD-882.jpg \n", + " inflating: plate_number/SE249-KJA.jpeg \n", + " inflating: plate_number/SIC-00032.jpg \n", + " inflating: plate_number/SIC-02653.jpg \n", + " inflating: plate_number/SM700-FST.jpeg \n", + " inflating: plate_number/SPC-3283.jpg \n", + " inflating: plate_number/SPC-651.jpg \n", + " inflating: plate_number/SPM-0036.jpg \n", + " inflating: plate_number/UTW-530-C.jpg \n", + " inflating: plate_number/WWR-656QL.jpg \n", + " inflating: plate_number/XB398-RSH.jpg \n", + " inflating: plate_number/XC375-JJN.jpg \n", + " inflating: plate_number/ZH-445789.jpg \n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "d_EeSCFEFfeL", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 207 + }, + "outputId": "dc94fc77-7162-498b-f38f-05252b35842c" + }, + "source": [ + "import os, cv2, itertools\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "TRAIN_DIR = './plate_number/'\n", + "TEST_DIR = './negative_images/'\n", + "ROWS = 64\n", + "COLS = 64\n", + "CHANNELS = 3\n", + "\n", + "train_images = [TRAIN_DIR + i for i in os.listdir(TRAIN_DIR)]\n", + "test_images = [TEST_DIR + i for i in os.listdir(TEST_DIR)]\n", + "\n", + "def read_image(file_path):\n", + " img = cv2.imread(file_path, cv2.IMREAD_COLOR)\n", + " return cv2.resize(img, (ROWS, COLS),interpolation = cv2.INTER_CUBIC)\n", + "\n", + "def prep_data(images):\n", + " u = len(images)\n", + " v_z = ROWS*COLS*CHANNELS\n", + "\n", + " X = np.ndarray((v_z,u), dtype=np.uint8)\n", + " y = np.zeros((1,u))\n", + " print(\"X.shape is {}\".format(X.shape))\n", + "\n", + " for i,image_file in enumerate(images):\n", + " image = read_image(image_file)\n", + " X[:,i] = np.squeeze(image.reshape((v_z,1)))\n", + " if '-' in image_file.lower():\n", + " y[0,i] = 1\n", + " elif 'download' in image_file.lower():\n", + " y[0,i] = 0\n", + " else :\n", + " y[0,i] = image_file.split('/')[-1].split('.')[0]\n", + "\n", + " if i%5000 == 0:\n", + " print(\"Proceed {} of {}\".format(i, u))\n", + "\n", + " return X,y\n", + "\n", + "X_img, y_img = prep_data(train_images + test_images)\n", + "\n", + "classes = {0: 'Normal Image',\n", + " 1: 'License Plate Number'}\n", + "\n", + "def show_images(X, y, idx) :\n", + " image = X[idx]\n", + " image = image.reshape((ROWS, COLS, CHANNELS))\n", + " plt.figure(figsize=(4,2))\n", + " plt.imshow(image)\n", + " plt.title(\"This is a {}\".format(classes[y[idx,0]]))\n", + " plt.show()\n", + "\n", + "show_images(X_train.T, y_train.T, 67)" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "text": [ + "X.shape is (12288, 200)\n", + "Proceed 0 of 200\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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Qi/0HNL5tZLgV4pAaieohabTAkWmloZqc0PMmp8f43p3fBeDVtnKMH1HKpGajxoYNG7WN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\n22Ek0xedewFLRgbtOKMdbTe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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "psKFoHMpFt92", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "859bb769-f5b9-4971-b87c-7c32b9c8fbef" + }, + "source": [ + "from sklearn.linear_model import LogisticRegressionCV\n", + "\n", + "clf = LogisticRegressionCV()\n", + "\n", + "X_img_lr, y_img_lr = X_img.T, y_img.T.ravel()\n", + "\n", + "clf.fit(X_img_lr,y_img_lr)\n", + "\n", + "print(\"Model accuracy: {:.2f}%\".format(clf.score(X_img_lr, y_img_lr)*100))\n", + "\n", + "def show_image_prediction(X, idx, model):\n", + " image = X[idx].reshape(1,-1)\n", + " image_class = classes[model.predict(image).item()]\n", + " image = image.reshape((ROWS, COLS, CHANNELS))\n", + " plt.figure(figsize = (4,2))\n", + " plt.imshow(image)\n", + " plt.title(\"Test {} : I think this is a {}\".format(idx, image_class))\n", + " plt.show()\n", + " \n", + "X_img_lr, y_img_lr = X_img.T, y_img.T\n", + "\n", + "for i in np.random.randint(0, len(X_img_lr), 10):\n", + " show_image_prediction(X_img_lr, i, clf)" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/sklearn/model_selection/_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n", + " warnings.warn(CV_WARNING, FutureWarning)\n", + "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", + " \"of iterations.\", ConvergenceWarning)\n", + "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", + " \"of iterations.\", ConvergenceWarning)\n", + "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", + " \"of iterations.\", ConvergenceWarning)\n" + ], + "name": "stderr" + }, + { + "output_type": "stream", + "text": [ + "Model accuracy: 100.00%\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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783xM7qOQlMczMHx34vHUMXWjAQyViRMncuaZZw4pj+TSX/fd9fhu9x1V5amn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\n", 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Kaq3GyIjtwPikLEePdY/6G+BDH/pIWAJMgbAECAiYwQhLgAahqlQqFVSVUsmM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\n", 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2Ln+ZWJs2/YgKIbfD+PEsXi5ux5gJ0tbr00/ku5d5HCqGCQFau0iyH4PhMOua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\nf/RT2TX7VMhu9Kc772DAMKnCe8rxJ8p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tTLe98wV1+B78mtfzoiNeD8Cpxx5l12ns0Nw5XWxcpxrPVz7xKQDaiwUOOEIp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\nMmhstDJ+nNIcpx9TIs3gxcg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" + ] + }, + "metadata": { + "tags": [] + } + } + ] + } + ] +} diff --git a/README.md b/README.md index a611430a..d4656eba 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,3 @@ # Plate-Number-Classification This is a repository for plate number classification done during the HNG 6 internship for Machine Learning track. +https://lucid.blog/akmhel/post/machine-learning-task-1-b5c diff --git a/negative_images/download (1).jpg b/negative_images/download (1).jpg index e9989cc9..0550b698 100644 Binary files a/negative_images/download (1).jpg and b/negative_images/download (1).jpg differ diff --git a/negative_images/download (10).jpg b/negative_images/download (10).jpg index ff194c47..ec34ee22 100644 Binary files a/negative_images/download (10).jpg and b/negative_images/download (10).jpg differ diff --git a/negative_images/download (11).jpg b/negative_images/download (11).jpg index 3c241e25..271f815c 100644 Binary files a/negative_images/download (11).jpg and b/negative_images/download 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