Format: application/octet-stream
1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 1,
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": 2,
24 "id": "4f0f6e16",
25 "metadata": {},
26 "outputs": [],
27 "source": [
28 "images_path= 'data/images'\n",
29 "anno_path= 'data/annotations'\n",
30 "size=256"
31 ]
32 },
33 {
34 "cell_type": "code",
35 "execution_count": 20,
36 "id": "a8bfd197",
37 "metadata": {},
38 "outputs": [
39 {
40 "name": "stdout",
41 "output_type": "stream",
42 "text": [
43 "(270, 400, 4)\n"
44 ]
45 },
46 {
47 "data": {
48 "text/plain": [
49 "<matplotlib.image.AxesImage at 0x198c5018190>"
50 ]
51 },
52 "execution_count": 20,
53 "metadata": {},
54 "output_type": "execute_result"
55 },
56 {
57 "data": {
58 "image/png": 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\n",
59 "text/plain": [
60 "<Figure size 432x288 with 1 Axes>"
61 ]
62 },
63 "metadata": {
64 "needs_background": "light"
65 },
66 "output_type": "display_data"
67 }
68 ],
69 "source": [
70 "img= plt.imread(f'data/images/Cars77.png')\n",
71 "print(img.shape)\n",
72 "plt.imshow(img)"
73 ]
74 },
75 {
76 "cell_type": "code",
77 "execution_count": 4,
78 "id": "f812021c",
79 "metadata": {},
80 "outputs": [
81 {
82 "data": {
83 "text/plain": [
84 "<matplotlib.image.AxesImage at 0x198b33f18e0>"
85 ]
86 },
87 "execution_count": 4,
88 "metadata": {},
89 "output_type": "execute_result"
90 },
91 {
92 "data": {
93 "image/png": 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\n",
94 "text/plain": [
95 "<Figure size 432x288 with 1 Axes>"
96 ]
97 },
98 "metadata": {
99 "needs_background": "light"
100 },
101 "output_type": "display_data"
102 }
103 ],
104 "source": [
105 "img= cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
106 "plt.imshow(img, cmap='gray')"
107 ]
108 },
109 {
110 "cell_type": "code",
111 "execution_count": null,
112 "id": "3bf3a063",
113 "metadata": {},
114 "outputs": [],
115 "source": []
116 },
117 {
118 "cell_type": "code",
119 "execution_count": null,
120 "id": "473c4cf7",
121 "metadata": {},
122 "outputs": [],
123 "source": []
124 },
125 {
126 "cell_type": "code",
127 "execution_count": null,
128 "id": "2203ceee",
129 "metadata": {},
130 "outputs": [],
131 "source": []
132 },
133 {
134 "cell_type": "code",
135 "execution_count": null,
136 "id": "af9cbe79",
137 "metadata": {},
138 "outputs": [],
139 "source": []
140 },
141 {
142 "cell_type": "code",
143 "execution_count": null,
144 "id": "07b66c3c",
145 "metadata": {},
146 "outputs": [],
147 "source": []
148 },
149 {
150 "cell_type": "code",
151 "execution_count": 90,
152 "id": "bca3feab",
153 "metadata": {},
154 "outputs": [],
155 "source": [
156 "def get_data(imgDir, annoDir, size=size):\n",
157 " start= perf_counter()\n",
158 " df={\n",
159 " 'image':[],\n",
160 " 'box':[], \n",
161 " 'plate':[]\n",
162 " }\n",
163 " a=[]\n",
164 " b=[]\n",
165 " c=[]\n",
166 " images= os.listdir(images_path) #read file names in directory\n",
167 " for image in images[:50]:\n",
168 " plate= annoDir+'/'+image[:-3]+'xml' \n",
169 " image= imgDir+'/'+image\n",
170 " img2= plt.imread( image )\n",
171 " img2= img2[:,:,0:3] #remove 4th axis from image if not gray \n",
172 " \n",
173 " img1=img2.copy()\n",
174 " \n",
175 " \n",
176 " \n",
177 " \n",
178 " \n",
179 " #img=cv2.resize(img, (int(size), int(size)))\n",
180 " \n",
181 " with open( plate, 'r') as f:\n",
182 " data= f.read()\n",
183 " img1=img2.copy()\n",
184 " Bs = BeautifulSoup(data, \"xml\")\n",
185 " xmax = int (Bs.find('ymax').text)\n",
186 " xmin = int (Bs.find('ymin').text)\n",
187 " ymax = int (Bs.find('xmax').text)\n",
188 " ymin = int (Bs.find('xmin').text)\n",
189 " \n",
190 " #\n",
191 " img=img1.copy()\n",
192 " img1= cv2.cvtColor( img1, cv2.COLOR_BGR2GRAY)\n",
193 " df['image'].append( cv2.resize(img1, (size,size)))\n",
194 " img= img[xmin:xmax, ymin:ymax,:]\n",
195 " #print(img1)\n",
196 " a.append(img.shape[0]) \n",
197 " b.append(img.shape[1])\n",
198 " df['plate'].append( img)\n",
199 " #print(xmin,ymin, xmax, ymax)\n",
200 " #img2= cv2.rectangle(img2,(xmax,ymax), (xmin,ymin), 20,0)\n",
201 " \n",
202 " x= xmin\n",
203 " while x<xmax:\n",
204 " y=ymin\n",
205 " while y< ymax:\n",
206 " img2[x,y,:]=0\n",
207 " y+=1\n",
208 " x+=1\n",
209 " \n",
210 " \n",
211 " img2=cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
212 " \n",
213 " df['box'].append(cv2.resize(img2, (size,size)))\n",
214 " \n",
215 " print(perf_counter()-start, print(a), print(b))\n",
216 " return df"
217 ]
218 },
219 {
220 "cell_type": "code",
221 "execution_count": null,
222 "id": "0cfa8705",
223 "metadata": {},
224 "outputs": [],
225 "source": []
226 },
227 {
228 "cell_type": "code",
229 "execution_count": 91,
230 "id": "e5f809a1",
231 "metadata": {},
232 "outputs": [
233 {
234 "name": "stdout",
235 "output_type": "stream",
236 "text": [
237 "[48, 32, 143, 17, 18, 52, 5, 16, 12, 13, 51, 32, 37, 28, 26, 39, 56, 67, 240, 24, 29, 11, 52, 13, 35, 22, 12, 22, 21, 11, 61, 102, 15, 108, 54, 22, 30, 216, 8, 38, 23, 27, 15, 10, 44, 8, 45, 47, 19, 20]\n",
238 "[193, 128, 163, 39, 73, 256, 18, 49, 54, 39, 170, 119, 163, 142, 42, 159, 115, 155, 486, 92, 118, 44, 201, 30, 155, 91, 21, 59, 78, 15, 75, 190, 23, 194, 78, 51, 75, 478, 33, 128, 57, 59, 81, 26, 101, 22, 180, 141, 41, 95]\n",
239 "1.7496155999997427 None None\n"
240 ]
241 }
242 ],
243 "source": [
244 "df,a,b=get_data(images_path, anno_path)\n"
245 ]
246 },
247 {
248 "cell_type": "code",
249 "execution_count": null,
250 "id": "c2ba0157",
251 "metadata": {},
252 "outputs": [],
253 "source": []
254 },
255 {
256 "cell_type": "code",
257 "execution_count": 93,
258 "id": "f49a1309",
259 "metadata": {},
260 "outputs": [
261 {
262 "ename": "TypeError",
263 "evalue": "string indices must be integers",
264 "output_type": "error",
265 "traceback": [
266 "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
267 "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
268 "\u001b[1;32m<ipython-input-93-960f75e149d0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'plate'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m50\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'gray'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
269 "\u001b[1;31mTypeError\u001b[0m: string indices must be integers"
270 ]
271 }
272 ],
273 "source": [
274 "plt.imshow(df['plate'][50], cmap='gray')"
275 ]
276 },
277 {
278 "cell_type": "code",
279 "execution_count": null,
280 "id": "c03b33ee",
281 "metadata": {},
282 "outputs": [],
283 "source": []
284 },
285 {
286 "cell_type": "code",
287 "execution_count": 8,
288 "id": "cb4a6633",
289 "metadata": {},
290 "outputs": [
291 {
292 "data": {
293 "text/plain": [
294 "(256, 256)"
295 ]
296 },
297 "execution_count": 8,
298 "metadata": {},
299 "output_type": "execute_result"
300 }
301 ],
302 "source": [
303 "df['box'][randint(0,400)].shape"
304 ]
305 },
306 {
307 "cell_type": "code",
308 "execution_count": 9,
309 "id": "5d7f36ef",
310 "metadata": {},
311 "outputs": [
312 {
313 "data": {
314 "text/plain": [
315 "2"
316 ]
317 },
318 "execution_count": 9,
319 "metadata": {},
320 "output_type": "execute_result"
321 }
322 ],
323 "source": [
324 "len(df)"
325 ]
326 },
327 {
328 "cell_type": "code",
329 "execution_count": null,
330 "id": "263b9ef2",
331 "metadata": {},
332 "outputs": [],
333 "source": []
334 },
335 {
336 "cell_type": "code",
337 "execution_count": 10,
338 "id": "746ad238",
339 "metadata": {},
340 "outputs": [],
341 "source": [
342 "dff=pd.DataFrame(df)\n",
343 "x_train= np.array(dff.image.values.tolist()).astype('float32').reshape(-1,size,size)\n",
344 "y_train= np.array(dff.box.values.tolist()).astype('float32').reshape(-1,size,size,1)\n",
345 "#x_test= np.array(dff.box[300:].values.tolist()).astype('float32').reshape(100,size,size,1)\n",
346 "#y_test= np.array(dff.box[300:].values.tolist()).astype('float32').reshape(100,size,size,1)\n",
347 "del dff"
348 ]
349 },
350 {
351 "cell_type": "code",
352 "execution_count": null,
353 "id": "69185862",
354 "metadata": {},
355 "outputs": [],
356 "source": []
357 },
358 {
359 "cell_type": "code",
360 "execution_count": null,
361 "id": "f3b4f7dd",
362 "metadata": {},
363 "outputs": [],
364 "source": []
365 },
366 {
367 "cell_type": "code",
368 "execution_count": null,
369 "id": "147a7d6c",
370 "metadata": {},
371 "outputs": [],
372 "source": []
373 },
374 {
375 "cell_type": "code",
376 "execution_count": 11,
377 "id": "d90d8ba8",
378 "metadata": {},
379 "outputs": [],
380 "source": [
381 "import tensorflow as tf\n",
382 "from tensorflow.keras.models import Sequential\n",
383 "from tensorflow.keras.layers import Conv2D, MaxPool2D, Dropout, BatchNormalization, Activation, Conv2DTranspose, concatenate"
384 ]
385 },
386 {
387 "cell_type": "code",
388 "execution_count": null,
389 "id": "25c49cbd",
390 "metadata": {},
391 "outputs": [],
392 "source": []
393 },
394 {
395 "cell_type": "code",
396 "execution_count": 12,
397 "id": "4da4c398",
398 "metadata": {},
399 "outputs": [],
400 "source": [
401 "def model(InputImage,dropout=0.05):\n",
402 " \n",
403 " \n",
404 " ################Encoder###########making image smaller(making convnets)\n",
405 " c1=Conv2D( 16, (3,3),kernel_initializer = 'he_normal', padding='same')(InputImage)\n",
406 " c1=BatchNormalization()(c1)\n",
407 " c2=Activation('relu')(c1)\n",
408 " p1=MaxPool2D((2,2))(c1)\n",
409 " p1=Dropout(dropout)(p1)\n",
410 " \n",
411 " c2=Conv2D( 32, (3,3),kernel_initializer = 'he_normal', padding='same')(p1)\n",
412 " c2=BatchNormalization()(c2)\n",
413 " c2=Activation('relu')(c2)\n",
414 " p2=MaxPool2D( (2,2) )(c2)\n",
415 " p2=Dropout(dropout)(p2)\n",
416 " \n",
417 " c3=Conv2D( 64, (3,3),kernel_initializer = 'he_normal', padding='same')(p2)\n",
418 " c3=BatchNormalization()(c3)\n",
419 " c3=Activation('relu')(c3)\n",
420 " \n",
421 " \n",
422 " ################Decoder###########making small image big(img from convnets)\n",
423 " \n",
424 " u1= Conv2DTranspose(32,(3,3), strides=(2,2), padding='same')(c3)\n",
425 " u1= concatenate([u1,c2])\n",
426 " u1= Dropout(dropout)(u1)\n",
427 " c6=Conv2D( 32, (3,3), padding='same')(u1)\n",
428 " c6=BatchNormalization()(c6)\n",
429 " c6=Activation('relu')(c6)\n",
430 " \n",
431 " \n",
432 " u2= Conv2DTranspose(16,(3,3), strides=(2,2), padding='same')(c6)\n",
433 " u2= concatenate([u2,c1])\n",
434 " u2= Dropout(dropout)(u2)\n",
435 " c7=Conv2D( 16, (3,3), padding='same')(u2)\n",
436 " c7=BatchNormalization()(c7)\n",
437 " c7=Activation('relu')(c7)\n",
438 " \n",
439 " output = Conv2D(1,(1,1), activation='sigmoid')(c7)\n",
440 " \n",
441 " m= tf.keras.Model([InputImage], [output])\n",
442 " return m\n"
443 ]
444 },
445 {
446 "cell_type": "code",
447 "execution_count": 13,
448 "id": "eb12e015",
449 "metadata": {},
450 "outputs": [],
451 "source": [
452 "inputs= tf.keras.layers.Input((size,size,1))"
453 ]
454 },
455 {
456 "cell_type": "code",
457 "execution_count": 14,
458 "id": "79fe3346",
459 "metadata": {},
460 "outputs": [],
461 "source": [
462 "my= model(inputs)"
463 ]
464 },
465 {
466 "cell_type": "code",
467 "execution_count": 15,
468 "id": "fa22d1fd",
469 "metadata": {},
470 "outputs": [
471 {
472 "name": "stdout",
473 "output_type": "stream",
474 "text": [
475 "Model: \"functional_1\"\n",
476 "__________________________________________________________________________________________________\n",
477 "Layer (type) Output Shape Param # Connected to \n",
478 "==================================================================================================\n",
479 "input_1 (InputLayer) [(None, 256, 256, 1) 0 \n",
480 "__________________________________________________________________________________________________\n",
481 "conv2d (Conv2D) (None, 256, 256, 16) 160 input_1[0][0] \n",
482 "__________________________________________________________________________________________________\n",
483 "batch_normalization (BatchNorma (None, 256, 256, 16) 64 conv2d[0][0] \n",
484 "__________________________________________________________________________________________________\n",
485 "max_pooling2d (MaxPooling2D) (None, 128, 128, 16) 0 batch_normalization[0][0] \n",
486 "__________________________________________________________________________________________________\n",
487 "dropout (Dropout) (None, 128, 128, 16) 0 max_pooling2d[0][0] \n",
488 "__________________________________________________________________________________________________\n",
489 "conv2d_1 (Conv2D) (None, 128, 128, 32) 4640 dropout[0][0] \n",
490 "__________________________________________________________________________________________________\n",
491 "batch_normalization_1 (BatchNor (None, 128, 128, 32) 128 conv2d_1[0][0] \n",
492 "__________________________________________________________________________________________________\n",
493 "activation_1 (Activation) (None, 128, 128, 32) 0 batch_normalization_1[0][0] \n",
494 "__________________________________________________________________________________________________\n",
495 "max_pooling2d_1 (MaxPooling2D) (None, 64, 64, 32) 0 activation_1[0][0] \n",
496 "__________________________________________________________________________________________________\n",
497 "dropout_1 (Dropout) (None, 64, 64, 32) 0 max_pooling2d_1[0][0] \n",
498 "__________________________________________________________________________________________________\n",
499 "conv2d_2 (Conv2D) (None, 64, 64, 64) 18496 dropout_1[0][0] \n",
500 "__________________________________________________________________________________________________\n",
501 "batch_normalization_2 (BatchNor (None, 64, 64, 64) 256 conv2d_2[0][0] \n",
502 "__________________________________________________________________________________________________\n",
503 "activation_2 (Activation) (None, 64, 64, 64) 0 batch_normalization_2[0][0] \n",
504 "__________________________________________________________________________________________________\n",
505 "conv2d_transpose (Conv2DTranspo (None, 128, 128, 32) 18464 activation_2[0][0] \n",
506 "__________________________________________________________________________________________________\n",
507 "concatenate (Concatenate) (None, 128, 128, 64) 0 conv2d_transpose[0][0] \n",
508 " activation_1[0][0] \n",
509 "__________________________________________________________________________________________________\n",
510 "dropout_2 (Dropout) (None, 128, 128, 64) 0 concatenate[0][0] \n",
511 "__________________________________________________________________________________________________\n",
512 "conv2d_3 (Conv2D) (None, 128, 128, 32) 18464 dropout_2[0][0] \n",
513 "__________________________________________________________________________________________________\n",
514 "batch_normalization_3 (BatchNor (None, 128, 128, 32) 128 conv2d_3[0][0] \n",
515 "__________________________________________________________________________________________________\n",
516 "activation_3 (Activation) (None, 128, 128, 32) 0 batch_normalization_3[0][0] \n",
517 "__________________________________________________________________________________________________\n",
518 "conv2d_transpose_1 (Conv2DTrans (None, 256, 256, 16) 4624 activation_3[0][0] \n",
519 "__________________________________________________________________________________________________\n",
520 "concatenate_1 (Concatenate) (None, 256, 256, 32) 0 conv2d_transpose_1[0][0] \n",
521 " batch_normalization[0][0] \n",
522 "__________________________________________________________________________________________________\n",
523 "dropout_3 (Dropout) (None, 256, 256, 32) 0 concatenate_1[0][0] \n",
524 "__________________________________________________________________________________________________\n",
525 "conv2d_4 (Conv2D) (None, 256, 256, 16) 4624 dropout_3[0][0] \n",
526 "__________________________________________________________________________________________________\n",
527 "batch_normalization_4 (BatchNor (None, 256, 256, 16) 64 conv2d_4[0][0] \n",
528 "__________________________________________________________________________________________________\n",
529 "activation_4 (Activation) (None, 256, 256, 16) 0 batch_normalization_4[0][0] \n",
530 "__________________________________________________________________________________________________\n",
531 "conv2d_5 (Conv2D) (None, 256, 256, 1) 17 activation_4[0][0] \n",
532 "==================================================================================================\n",
533 "Total params: 70,129\n",
534 "Trainable params: 69,809\n",
535 "Non-trainable params: 320\n",
536 "__________________________________________________________________________________________________\n"
537 ]
538 }
539 ],
540 "source": [
541 "my.summary()"
542 ]
543 },
544 {
545 "cell_type": "code",
546 "execution_count": 16,
547 "id": "e83336bd",
548 "metadata": {},
549 "outputs": [],
550 "source": [
551 "my.compile(optimizer = 'Adam', loss = 'binary_crossentropy', metrics = ['accuracy'] )"
552 ]
553 },
554 {
555 "cell_type": "code",
556 "execution_count": 17,
557 "id": "7f5736c8",
558 "metadata": {},
559 "outputs": [
560 {
561 "name": "stdout",
562 "output_type": "stream",
563 "text": [
564 "Epoch 1/10\n",
565 "11/11 [==============================] - 139s 13s/step - loss: 0.6703 - accuracy: 0.5936 - val_loss: 0.5282 - val_accuracy: 0.9111\n",
566 "Epoch 2/10\n",
567 "11/11 [==============================] - 140s 13s/step - loss: 0.5777 - accuracy: 0.8233 - val_loss: 0.8104 - val_accuracy: 0.4231\n",
568 "Epoch 3/10\n",
569 "11/11 [==============================] - 168s 15s/step - loss: 0.5063 - accuracy: 0.8990 - val_loss: 1.2550 - val_accuracy: 0.3083\n",
570 "Epoch 4/10\n",
571 "11/11 [==============================] - 135s 12s/step - loss: 0.4471 - accuracy: 0.9415 - val_loss: 1.2795 - val_accuracy: 0.4168\n",
572 "Epoch 5/10\n",
573 "11/11 [==============================] - 128s 12s/step - loss: 0.3968 - accuracy: 0.9538 - val_loss: 0.9702 - val_accuracy: 0.5363\n",
574 "Epoch 6/10\n",
575 "11/11 [==============================] - 123s 11s/step - loss: 0.3544 - accuracy: 0.9565 - val_loss: 0.5964 - val_accuracy: 0.7625\n",
576 "Epoch 7/10\n",
577 "11/11 [==============================] - 126s 11s/step - loss: 0.3211 - accuracy: 0.9572 - val_loss: 0.4223 - val_accuracy: 0.8976\n",
578 "Epoch 8/10\n",
579 "11/11 [==============================] - 135s 12s/step - loss: 0.2937 - accuracy: 0.9575 - val_loss: 0.2972 - val_accuracy: 0.9497\n",
580 "Epoch 9/10\n",
581 "11/11 [==============================] - 126s 11s/step - loss: 0.2701 - accuracy: 0.9574 - val_loss: 0.2972 - val_accuracy: 0.9498\n",
582 "Epoch 10/10\n",
583 "11/11 [==============================] - 126s 11s/step - loss: 0.2481 - accuracy: 0.9571 - val_loss: 0.2565 - val_accuracy: 0.9499\n"
584 ]
585 }
586 ],
587 "source": [
588 "h=my.fit(x_train, y_train, epochs=10, verbose=1, validation_split=0.25)"
589 ]
590 },
591 {
592 "cell_type": "code",
593 "execution_count": null,
594 "id": "65fbbeed",
595 "metadata": {},
596 "outputs": [],
597 "source": []
598 },
599 {
600 "cell_type": "code",
601 "execution_count": 19,
602 "id": "6b10c143",
603 "metadata": {},
604 "outputs": [
605 {
606 "data": {
607 "image/png": 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