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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import keras_ocr\n",
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+ "import matplotlib.pyplot as plt"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "image/png": 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",
21
+ "text/plain": [
22
+ "<Figure size 640x480 with 1 Axes>"
23
+ ]
24
+ },
25
+ "metadata": {},
26
+ "output_type": "display_data"
27
+ }
28
+ ],
29
+ "source": [
30
+ "img = r\"C:\\Users\\MANIKUMARADAPALA\\Downloads\\test_text.png\"\n",
31
+ "plt.imshow(plt.imread(img))\n",
32
+ "plt.show()"
33
+ ]
34
+ },
35
+ {
36
+ "cell_type": "code",
37
+ "execution_count": 3,
38
+ "metadata": {},
39
+ "outputs": [
40
+ {
41
+ "name": "stdout",
42
+ "output_type": "stream",
43
+ "text": [
44
+ "Looking for C:\\Users\\MANIKUMARADAPALA\\.keras-ocr\\craft_mlt_25k.h5\n",
45
+ "Looking for C:\\Users\\MANIKUMARADAPALA\\.keras-ocr\\crnn_kurapan.h5\n"
46
+ ]
47
+ }
48
+ ],
49
+ "source": [
50
+ "pipeline = keras_ocr.pipeline.Pipeline()"
51
+ ]
52
+ },
53
+ {
54
+ "cell_type": "code",
55
+ "execution_count": 4,
56
+ "metadata": {},
57
+ "outputs": [],
58
+ "source": [
59
+ "images = [\n",
60
+ " keras_ocr.tools.read(url) for url in [\n",
61
+ " r\"C:\\Users\\MANIKUMARADAPALA\\Downloads\\test_text.png\"\n",
62
+ " ]\n",
63
+ "]"
64
+ ]
65
+ },
66
+ {
67
+ "cell_type": "code",
68
+ "execution_count": 5,
69
+ "metadata": {},
70
+ "outputs": [
71
+ {
72
+ "name": "stdout",
73
+ "output_type": "stream",
74
+ "text": [
75
+ "1/1 [==============================] - 3s 3s/step\n",
76
+ "3/3 [==============================] - 5s 892ms/step\n"
77
+ ]
78
+ }
79
+ ],
80
+ "source": [
81
+ "prediction_groups = pipeline.recognize(images)"
82
+ ]
83
+ },
84
+ {
85
+ "cell_type": "code",
86
+ "execution_count": 6,
87
+ "metadata": {},
88
+ "outputs": [],
89
+ "source": [
90
+ "txt = \"\"\n",
91
+ "for i in prediction_groups:\n",
92
+ " for j in i:\n",
93
+ " txt += j[0] + \" \"\n"
94
+ ]
95
+ },
96
+ {
97
+ "cell_type": "code",
98
+ "execution_count": 7,
99
+ "metadata": {},
100
+ "outputs": [
101
+ {
102
+ "data": {
103
+ "text/plain": [
104
+ "'what pythonz is python is of instructions that give in the form of programme perform set computer to to a a we our specific task lt is programming having properties like it is interpreted object language a any oriented and highlevel due beginnernfriendly it is its syntax it became clear choice for too to a their programming the behind creating is making easier beginners start journey major focus it it to for developers read and understand also reducing the lines of code to '"
105
+ ]
106
+ },
107
+ "execution_count": 7,
108
+ "metadata": {},
109
+ "output_type": "execute_result"
110
+ }
111
+ ],
112
+ "source": [
113
+ "txt"
114
+ ]
115
+ }
116
+ ],
117
+ "metadata": {
118
+ "kernelspec": {
119
+ "display_name": "yolo8",
120
+ "language": "python",
121
+ "name": "python3"
122
+ },
123
+ "language_info": {
124
+ "codemirror_mode": {
125
+ "name": "ipython",
126
+ "version": 3
127
+ },
128
+ "file_extension": ".py",
129
+ "mimetype": "text/x-python",
130
+ "name": "python",
131
+ "nbconvert_exporter": "python",
132
+ "pygments_lexer": "ipython3",
133
+ "version": "3.8.18"
134
+ }
135
+ },
136
+ "nbformat": 4,
137
+ "nbformat_minor": 2
138
+ }