Format: application/octet-stream
1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 2,
6 "id": "e37789ff",
7 "metadata": {},
8 "outputs": [],
9 "source": [
10 "import matplotlib.pyplot as plt\n",
11 "from bs4 import BeautifulSoup\n",
12 "import numpy as np \n",
13 "import pandas as pd\n",
14 "import os\n",
15 "from time import perf_counter\n",
16 "import cv2\n",
17 "import tensorflow as tf\n",
18 "from random import randint "
19 ]
20 },
21 {
22 "cell_type": "code",
23 "execution_count": 3,
24 "id": "4f0f6e16",
25 "metadata": {},
26 "outputs": [],
27 "source": [
28 "images_path= 'data/images'\n",
29 "anno_path= 'data/annotations'"
30 ]
31 },
32 {
33 "cell_type": "code",
34 "execution_count": 4,
35 "id": "a8bfd197",
36 "metadata": {},
37 "outputs": [
38 {
39 "name": "stdout",
40 "output_type": "stream",
41 "text": [
42 "(267, 400, 4)\n"
43 ]
44 },
45 {
46 "data": {
47 "text/plain": [
48 "<matplotlib.image.AxesImage at 0x238e3313760>"
49 ]
50 },
51 "execution_count": 4,
52 "metadata": {},
53 "output_type": "execute_result"
54 },
55 {
56 "data": {
57 "image/png": 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\n",
58 "text/plain": [
59 "<Figure size 432x288 with 1 Axes>"
60 ]
61 },
62 "metadata": {
63 "needs_background": "light"
64 },
65 "output_type": "display_data"
66 }
67 ],
68 "source": [
69 "img= plt.imread(f'data/images/Cars{randint(0,400)}.png')\n",
70 "print(img.shape)\n",
71 "plt.imshow(img)"
72 ]
73 },
74 {
75 "cell_type": "code",
76 "execution_count": 5,
77 "id": "f812021c",
78 "metadata": {},
79 "outputs": [],
80 "source": [
81 "dataFrame={\n",
82 " 'image':[],\n",
83 " 'box':[],\n",
84 " 'plate':[]\n",
85 " }"
86 ]
87 },
88 {
89 "cell_type": "code",
90 "execution_count": null,
91 "id": "07b66c3c",
92 "metadata": {},
93 "outputs": [],
94 "source": []
95 },
96 {
97 "cell_type": "code",
98 "execution_count": 112,
99 "id": "bca3feab",
100 "metadata": {},
101 "outputs": [],
102 "source": [
103 "def get_data(imgDir, annoDir, size=200):\n",
104 " start= perf_counter()\n",
105 " df={\n",
106 " 'image':[],\n",
107 " 'box':[]\n",
108 " }\n",
109 " images= os.listdir(images_path) #read file names in directory\n",
110 " for image in images:\n",
111 " plate= annoDir+'/'+image[:-3]+'xml' \n",
112 " image= imgDir+'/'+image\n",
113 " img2= plt.imread( image ) \n",
114 " img2= cv2.cvtColor( img2, cv2.COLOR_BGR2GRAY)\n",
115 " #img2= img2[:,:,0:3] #remove 4th axis from image if not gray \n",
116 " \n",
117 " \n",
118 " \n",
119 " #img=cv2.resize(img, (int(size), int(size)))\n",
120 " \n",
121 " with open( plate, 'r') as f:\n",
122 " data= f.read()\n",
123 " \n",
124 " Bs = BeautifulSoup(data, \"xml\")\n",
125 " xmax = int (Bs.find('ymax').text)\n",
126 " xmin = int (Bs.find('ymin').text)\n",
127 " ymax = int (Bs.find('xmax').text)\n",
128 " ymin = int (Bs.find('xmin').text)\n",
129 " \n",
130 " #\n",
131 " df['image'].append( cv2.resize(img2, (size,size) ) )\n",
132 " #print(xmin,ymin, xmax, ymax)\n",
133 " img2= cv2.rectangle(img2,(ymin,xmin), (ymax,xmax), 5,0)\n",
134 " \n",
135 " \n",
136 " df['box'].append(cv2.resize(img2,(size,size)))\n",
137 " \n",
138 " print(perf_counter()-start)\n",
139 " return df"
140 ]
141 },
142 {
143 "cell_type": "code",
144 "execution_count": null,
145 "id": "0cfa8705",
146 "metadata": {},
147 "outputs": [],
148 "source": []
149 },
150 {
151 "cell_type": "code",
152 "execution_count": 113,
153 "id": "e5f809a1",
154 "metadata": {},
155 "outputs": [
156 {
157 "name": "stdout",
158 "output_type": "stream",
159 "text": [
160 "8.310893199999555\n"
161 ]
162 }
163 ],
164 "source": [
165 "df=get_data(images_path, anno_path)\n"
166 ]
167 },
168 {
169 "cell_type": "code",
170 "execution_count": null,
171 "id": "f49a1309",
172 "metadata": {},
173 "outputs": [],
174 "source": [
175 "n"
176 ]
177 },
178 {
179 "cell_type": "code",
180 "execution_count": null,
181 "id": "5d7f36ef",
182 "metadata": {},
183 "outputs": [],
184 "source": []
185 },
186 {
187 "cell_type": "code",
188 "execution_count": null,
189 "id": "263b9ef2",
190 "metadata": {},
191 "outputs": [],
192 "source": []
193 },
194 {
195 "cell_type": "code",
196 "execution_count": null,
197 "id": "b2620e60",
198 "metadata": {},
199 "outputs": [],
200 "source": []
201 },
202 {
203 "cell_type": "code",
204 "execution_count": null,
205 "id": "69185862",
206 "metadata": {},
207 "outputs": [],
208 "source": []
209 },
210 {
211 "cell_type": "code",
212 "execution_count": 8,
213 "id": "d90d8ba8",
214 "metadata": {},
215 "outputs": [],
216 "source": [
217 "import tensorflow as tf\n",
218 "from tensorflow.keras.models import Sequential\n",
219 "from tensorflow.keras.layers import Conv2D,Dense, Flatten\n"
220 ]
221 },
222 {
223 "cell_type": "code",
224 "execution_count": null,
225 "id": "8b61765c",
226 "metadata": {},
227 "outputs": [],
228 "source": [
229 "model= Sequential([\n",
230 " Conv2D(64),\n",
231 " Dense()\n",
232 "])"
233 ]
234 }
235 ],
236 "metadata": {
237 "kernelspec": {
238 "display_name": "Python 3",
239 "language": "python",
240 "name": "python3"
241 },
242 "language_info": {
243 "codemirror_mode": {
244 "name": "ipython",
245 "version": 3
246 },
247 "file_extension": ".py",
248 "mimetype": "text/x-python",
249 "name": "python",
250 "nbconvert_exporter": "python",
251 "pygments_lexer": "ipython3",
252 "version": "3.8.8"
253 }
254 },
255 "nbformat": 4,
256 "nbformat_minor": 5
257 }
258