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{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cv2\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import imutils\n", "import easyocr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Image and Grayscale" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x1b9b1e79bb0>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = cv2.imread('image03.jpg')\n", "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", "plt.imshow(cv2.cvtColor(gray, cv2.COLOR_BGR2RGB))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Apply filter and find edges for localization" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x1b9b1ee6fd0>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bfilter = cv2.bilateralFilter(gray, 11, 17, 17) #Noise reduction\n", "edged = cv2.Canny(bfilter, 30, 200) #Edge detection\n", "plt.imshow(cv2.cvtColor(edged, cv2.COLOR_BGR2RGB))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Find Contours and Apply Mask" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "keypoints = cv2.findContours(edged.copy(), cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n", "contours = imutils.grab_contours(keypoints)\n", "contours = sorted(contours, key=cv2.contourArea, reverse=True)[:10]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "location = None\n", "for contour in contours:\n", " approx = cv2.approxPolyDP(contour, 10, True)\n", " if len(approx) == 4:\n", " location = approx\n", " break" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 715, 2073]],\n", "\n", " [[ 161, 2081]],\n", "\n", " [[ 76, 2524]],\n", "\n", " [[ 680, 2518]]], dtype=int32)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "location" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "mask = np.zeros(gray.shape, np.uint8)\n", "new_image = cv2.drawContours(mask, [location], 0,255, -1)\n", "new_image = cv2.bitwise_and(img, img, mask=mask)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x1b9b1fa4ee0>" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(cv2.cvtColor(new_image, cv2.COLOR_BGR2RGB))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "(x,y) = np.where(mask==255)\n", "(x1, y1) = (np.min(x), np.min(y))\n", "(x2, y2) = (np.max(x), np.max(y))\n", "cropped_image = gray[x1:x2+1, y1:y2+1]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x19b9df94730>" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(cv2.cvtColor(cropped_image, cv2.COLOR_BGR2RGB))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Use Easy OCR To Read Text" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "CUDA not available - defaulting to CPU. Note: This module is much faster with a GPU.\n" ] }, { "data": { "text/plain": [ "[([[54.11651594585448, 35.82330318917089],\n", " [187.73611330425797, -6.683643681089523],\n", " [203.88348405414553, 40.17669681082911],\n", " [70.26388669574204, 84.68364368108952]],\n", " \"'2514409\",\n", " 0.5676111046637645),\n", " ([[-2.4902521016062233, 41.18801680373573],\n", " [76.65874856634069, 34.218986670795964],\n", " [78.49025210160622, 91.81198319626426],\n", " [-1.6587485663406873, 97.78101332920403]],\n", " '6S6\"',\n", " 0.0912867933511734)]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reader = easyocr.Reader(['en'],)\n", "result = reader.readtext(cropped_image)\n", "result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Render Result" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x19ba7d43a60>" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "text = result[0][-2]\n", "font = cv2.FONT_HERSHEY_SIMPLEX\n", "res = cv2.putText(img, text=text, org=(approx[0][0][0], approx[1][0][1]+60), fontFace=font, fontScale=1, color=(0,255,0), thickness=2, lineType=cv2.LINE_AA)\n", "res = cv2.rectangle(img, tuple(approx[0][0]), tuple(approx[2][0]), (0,255,0),3)\n", "plt.imshow(cv2.cvtColor(res, cv2.COLOR_BGR2RGB))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'2514400\n" ] } ], "source": [ "print(text)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 2 }
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A simple easyocr licence plate example
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