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OcrForArabicRecherche
Commit b0f108d7 authored by AYOUB ABOUNAMER's avatar AYOUB ABOUNAMER
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{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DMW8cj97bGHw",
"outputId": "223e7094-5463-4980-b8e1-bdb255ad95b3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (1.10.0+cu111)\n",
"Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (0.11.1+cu111)\n",
"Requirement already satisfied: torchaudio in /usr/local/lib/python3.7/dist-packages (0.10.0+cu111)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch) (3.10.0.2)\n",
"Requirement already satisfied: pillow!=8.3.0,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision) (7.1.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torchvision) (1.21.5)\n"
]
}
],
"source": [
"!pip install torch torchvision torchaudio"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SYLIvvnabV5S",
"outputId": "c872f076-a59b-46b0-b6c9-3940faef7e1b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: easyocr in /usr/local/lib/python3.7/dist-packages (1.4.2)\n",
"Requirement already satisfied: torchvision>=0.5 in /usr/local/lib/python3.7/dist-packages (from easyocr) (0.11.1+cu111)\n",
"Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from easyocr) (1.4.1)\n",
"Requirement already satisfied: opencv-python-headless<=4.5.4.60 in /usr/local/lib/python3.7/dist-packages (from easyocr) (4.5.4.60)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from easyocr) (1.21.5)\n",
"Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from easyocr) (0.18.3)\n",
"Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from easyocr) (7.1.2)\n",
"Requirement already satisfied: python-bidi in /usr/local/lib/python3.7/dist-packages (from easyocr) (0.4.2)\n",
"Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (from easyocr) (1.10.0+cu111)\n",
"Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from easyocr) (3.13)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch->easyocr) (3.10.0.2)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from python-bidi->easyocr) (1.15.0)\n",
"Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (1.3.0)\n",
"Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (3.2.2)\n",
"Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (2.6.3)\n",
"Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (2021.11.2)\n",
"Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->easyocr) (2.4.1)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (1.4.0)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (0.11.0)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (2.8.2)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->easyocr) (3.0.7)\n"
]
}
],
"source": [
"!pip install easyocr"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "eyfH322PbV-0"
},
"outputs": [],
"source": [
"import easyocr\n",
"import cv2\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "NDukAA6ZbWAY",
"outputId": "65418ad1-a265-44aa-822d-d2784b7ce87d"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using CPU. Note: This module is much faster with a GPU.\n"
]
}
],
"source": [
"reader =easyocr.Reader(['ar'], gpu=False)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "5F7p-Z7ObWDv"
},
"outputs": [],
"source": [
"img=\"sa.png\"\n",
"result = reader.readtext(img)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Skb4jYuXdi26",
"outputId": "9d87aac9-e2ae-4fc6-e6f2-ad08c3b15b9a"
},
"outputs": [
{
"data": {
"text/plain": [
"[[[[26, 12], [158, 12], [158, 38], [26, 38]],\n",
" 'اللغة السريانية اداة',\n",
" 0.6761014907321009],\n",
" [[[202, 12], [234, 12], [234, 38], [202, 38]], 'لدى', 0.9362846244578427],\n",
" [[[299, 17], [347, 17], [347, 35], [299, 35]], '٨ ٢ ٩ ١', 0.3863415090274744],\n",
" [[[350, 10], [654, 10], [654, 40], [350, 40]],\n",
" 'منذ ظهور طبعة معجم بردكلان الثانية في عام',\n",
" 0.44848284462292437],\n",
" [[[26, 44], [84, 44], [84, 68], [26, 68]], 'المنشورة', 0.802510657589358],\n",
" [[[153, 45], [223, 45], [223, 65], [153, 65]],\n",
" 'ما له صلة',\n",
" 0.7927370875132728],\n",
" [[[222, 40], [474, 40], [474, 70], [222, 70]],\n",
" 'ذاتها وعلى نحو يكاد يكون تاما نيكل',\n",
" 0.6270984980574649],\n",
" [[[534, 41], [606, 41], [606, 68], [534, 68]],\n",
" 'مقتبسة من',\n",
" 0.8357822051811327],\n",
" [[[622, 42], [688, 42], [688, 66], [622, 66]],\n",
" 'عمل ممتازة',\n",
" 0.6678576460676869],\n",
" [[[30, 72], [128, 72], [128, 98], [30, 98]],\n",
" 'المختصة بمصدر',\n",
" 0.6819350644037985],\n",
" [[[125, 69], [365, 69], [365, 109], [125, 109]],\n",
" 'يعتبر مرجعآ وحجة في جميع الأبواب',\n",
" 0.4047495102158319],\n",
" [[[466, 72], [556, 72], [556, 98], [466, 98]],\n",
" 'فضلاً عن ان',\n",
" 0.43358249635923485],\n",
" [[[622, 72], [688, 72], [688, 96], [622, 96]],\n",
" 'لغاية ذاك',\n",
" 0.5130338204656524],\n",
" [[[28, 102], [562, 102], [562, 134], [28, 134]],\n",
" 'كماءان سعة اطلاعه وحصافته معترف بهما في مجالي التحريك وضبط الكتابة ( الاملاء .',\n",
" 0.3507902444455084],\n",
" [[[572, 102], [690, 102], [690, 128], [572, 128]],\n",
" 'الكلات واشتقاقها',\n",
" 0.6931569729650022],\n",
" [[[79, 149], [125, 149], [125, 165], [79, 165]], 'مصن', 0.9980924006511657],\n",
" [[[126, 140], [406, 140], [406, 168], [126, 168]],\n",
" 'لتلامذة الاكليريكيات ان يقفوا على كنوز',\n",
" 0.6453492610398583],\n",
" [[[425, 141], [566, 141], [566, 170], [425, 170]],\n",
" 'من الميسور للمبتدنين',\n",
" 0.7667223461699871],\n",
" [[[600, 142], [654, 142], [654, 168], [600, 168]],\n",
" 'غير انه',\n",
" 0.8819961533453708],\n",
" [[[80, 174], [146, 174], [146, 198], [80, 198]],\n",
" 'الى مصدر',\n",
" 0.46626634550612445],\n",
" [[[202, 168], [306, 168], [306, 200], [202, 200]],\n",
" 'احياناً في ترنيبه',\n",
" 0.6402622749166896],\n",
" [[[354, 172], [634, 172], [634, 198], [354, 198]],\n",
" 'باللاتينية ومعتمد على الاشارات الاصطلاحية',\n",
" 0.5029338515728604],\n",
" [[[44, 204], [112, 204], [112, 228], [44, 228]],\n",
" 'عاجة اليه',\n",
" 0.6173247849418892],\n",
" [[[138, 200], [286, 200], [286, 230], [138, 230]],\n",
" 'آملين ان يجدوا فيه ما',\n",
" 0.5587171396331007],\n",
" [[[352, 204], [420, 204], [420, 232], [352, 232]],\n",
" 'من النوع',\n",
" 0.694496695492263],\n",
" [[[487, 213], [523, 213], [523, 227], [487, 227]],\n",
" 'معجم',\n",
" 0.7038303840779935],\n",
" [[[528, 202], [634, 202], [634, 234], [528, 234]],\n",
" 'حدانا على وضع',\n",
" 0.5244310609781306],\n",
" [[[640, 202], [690, 202], [690, 226], [640, 226]],\n",
" 'فهذا ما',\n",
" 0.5720092585900531],\n",
" [[[485, 233], [531, 233], [531, 253], [485, 253]],\n",
" 'المستطا',\n",
" 0.3142438386878773],\n",
" [[[540, 232], [688, 232], [688, 264], [540, 264]],\n",
" 'مع مراعاة الامانة قدر',\n",
" 0.7792206550090166],\n",
" [[[474, 292], [710, 292], [710, 322], [474, 322]],\n",
" 'حلايب مع التوتر الآخر الذي تثيره',\n",
" 0.8089828294216007],\n",
" [[[475, 319], [579, 319], [579, 339], [475, 339]],\n",
" 'لسودان بدعم',\n",
" 0.5810622746934507],\n",
" [[[639, 317], [711, 317], [711, 335], [639, 335]],\n",
" 'اتمامات',\n",
" 0.4311026809889249],\n",
" [[[6, 330], [53, 330], [53, 356], [6, 356]], 'غشاء', 0.8667904283993574],\n",
" [[[142, 334], [180, 334], [180, 358], [142, 358]],\n",
" 'عايه',\n",
" 0.7339405417442322],\n",
" [[[233, 335], [273, 335], [273, 355], [233, 355]],\n",
" 'خاما',\n",
" 0.42920370611339365],\n",
" [[[280, 334], [336, 334], [336, 358], [280, 358]],\n",
" 'إعدادا',\n",
" 0.6773040331909677],\n",
" [[[340, 336], [418, 336], [418, 360], [340, 360]],\n",
" 'ورق معد',\n",
" 0.27108089735361623],\n",
" [[[474, 336], [712, 336], [712, 360], [474, 360]],\n",
" 'الجماعات المتطرفة . وقد ذكرت الدوانر',\n",
" 0.6023960738342111],\n",
" [[[10, 356], [91, 356], [91, 388], [10, 388]],\n",
" 'إدخاله في',\n",
" 0.9888893481756359],\n",
" [[[97, 361], [173, 361], [173, 379], [97, 379]],\n",
" 'مستطاءا',\n",
" 0.5370151449927587],\n",
" [[[278, 360], [434, 360], [434, 392], [278, 392]],\n",
" 'يمكن نقله إلى سطح',\n",
" 0.5992674522459079],\n",
" [[[589, 357], [712, 357], [712, 382], [589, 382]],\n",
" 'الرسمية في القاهرة',\n",
" 0.7944251065662697],\n",
" [[[7, 381], [181, 381], [181, 417], [7, 417]],\n",
" 'أو الزجاج أو الخزف',\n",
" 0.6673109842931341],\n",
" [[[256, 386], [296, 386], [296, 412], [256, 412]], 'مثل', 0.9990166858303506],\n",
" [[[364, 386], [418, 386], [418, 410], [364, 410]],\n",
" 'كينات',\n",
" 0.23607765453129062],\n",
" [[[474, 378], [646, 378], [646, 402], [474, 402]],\n",
" 'آن سلطات الامن المصحرية',\n",
" 0.4651385522251569],\n",
" [[[474, 398], [708, 398], [708, 422], [474, 422]],\n",
" 'احكمت قبفتها على كافة النافذ',\n",
" 0.5572548479842196],\n",
" [[[8, 408], [78, 408], [78, 436], [8, 436]], 'فى محلول', 0.5254660678643066],\n",
" [[[128, 410], [196, 410], [196, 438], [128, 438]],\n",
" 'ورق ذو',\n",
" 0.7817407111297365],\n",
" [[[356, 406], [410, 406], [410, 434], [356, 434]],\n",
" 'الآلات',\n",
" 0.7778081247963622],\n",
" [[[477, 423], [527, 423], [527, 439], [477, 439]],\n",
" 'عذامسر',\n",
" 0.25713746258101283],\n",
" [[[589, 421], [711, 421], [711, 441], [589, 441]],\n",
" 'الحدودية تحسبا',\n",
" 0.6656803127130423],\n",
" [[[9, 441], [37, 441], [37, 461], [9, 461]], 'بعد', 0.962103242699196],\n",
" [[[96, 438], [188, 438], [188, 468], [96, 468]],\n",
" 'وتطبع عليه',\n",
" 0.9038982056034481],\n",
" [[[203, 434], [436, 434], [436, 466], [203, 466]],\n",
" 'من النشا والزلال والجلسرين',\n",
" 0.3425140107495077],\n",
" [[[472, 438], [646, 438], [646, 462], [472, 462]],\n",
" 'متطرفة من الدول المجاورة',\n",
" 0.507884821292838],\n",
" [[[660, 438], [712, 438], [712, 462], [660, 462]],\n",
" 'ارهابية',\n",
" 0.7483228294469902],\n",
" [[[576, 460], [686, 460], [686, 484], [576, 484]],\n",
" 'ضبط شبكة تضم',\n",
" 0.808632873529329],\n",
" [[[122, 466], [184, 466], [184, 496], [122, 496]],\n",
" 'ب الحبر',\n",
" 0.5886241669548303],\n",
" [[[190, 472], [234, 472], [234, 496], [190, 496]], 'سرات', 0.830750340345199],\n",
" [[[243, 473], [293, 473], [293, 491], [243, 491]],\n",
" 'عسدة',\n",
" 0.8136546015739441],\n",
" [[[301, 469], [371, 469], [371, 505], [301, 505]],\n",
" 'ثم يطبع',\n",
" 0.3382060913587262],\n",
" [[[391, 471], [435, 471], [435, 491], [391, 491]],\n",
" 'حذافه',\n",
" 0.7964559684852254],\n",
" [[[612, 478], [712, 478], [712, 502], [612, 502]],\n",
" 'وايرانية واردنية .',\n",
" 0.743445199436619],\n",
" [[[8, 494], [56, 494], [56, 520], [8, 520]], 'الغراء', 0.991580380046076],\n",
" [[[67, 501], [91, 501], [91, 521], [67, 521]], 'س', 0.5171892488013476],\n",
" [[[100, 494], [146, 494], [146, 518], [100, 518]],\n",
" 'بطبقة',\n",
" 0.9892532970302487],\n",
" [[[224, 496], [272, 496], [272, 522], [224, 522]],\n",
" 'الوجه',\n",
" 0.4676441731318883],\n",
" [[[282, 494], [322, 494], [322, 526], [282, 526]],\n",
" 'يطلى',\n",
" 0.9410088062286377],\n",
" [[[374, 496], [436, 496], [436, 520], [374, 520]],\n",
" 'الشفاف',\n",
" 0.8964589751559772],\n",
" [[[474, 498], [686, 498], [686, 524], [474, 524]],\n",
" 'ومن المتوقع ان تعلن النيابة العامة',\n",
" 0.5818878181080513],\n",
" [[[6, 524], [124, 524], [124, 552], [6, 552]],\n",
" 'الورق ويلصق',\n",
" 0.38123455889228636],\n",
" [[[132, 526], [164, 526], [164, 552], [132, 552]], 'يبل', 0.9809512495994568],\n",
" [[[173, 526], [231, 526], [231, 550], [173, 550]],\n",
" 'وعندما',\n",
" 0.5439163159312399],\n",
" [[[249, 527], [281, 527], [281, 547], [249, 547]],\n",
" 'اماء',\n",
" 0.5787212252616882],\n",
" [[[316, 524], [376, 524], [376, 550], [316, 550]],\n",
" 'للذوبان',\n",
" 0.4318081360535582],\n",
" [[[386, 526], [436, 526], [436, 554], [386, 554]],\n",
" 'القابل',\n",
" 0.6502585384864291],\n",
" [[[474, 520], [678, 520], [678, 544], [474, 544]],\n",
" 'صرخلال ايام تفساصيل',\n",
" 0.7074059042079898],\n",
" [[[474, 539], [712, 539], [712, 566], [474, 566]],\n",
" 'التحفيقات التى تجريها مع اعضاء',\n",
" 0.5620106752262085],\n",
" [[[8, 550], [110, 550], [110, 576], [8, 576]],\n",
" 'الورقة البائة',\n",
" 0.46675639910947214],\n",
" [[[178, 552], [264, 552], [264, 578], [178, 578]],\n",
" 'النقل اليه',\n",
" 0.411263828787211],\n",
" [[[340, 552], [434, 552], [434, 580], [340, 580]],\n",
" 'على السطح',\n",
" 0.8719355144363091],\n",
" [[[477, 565], [503, 565], [503, 581], [477, 581]], 'وقد', 0.6017867922782898],\n",
" [[[509, 563], [573, 563], [573, 581], [509, 581]],\n",
" '٦٢ متهما',\n",
" 0.8596581193153054],\n",
" [[[577, 567], [621, 567], [621, 581], [577, 581]],\n",
" 'عدلمم',\n",
" 0.31779726227217747],\n",
" [[[620, 558], [712, 558], [712, 586], [620, 586]],\n",
" 'الشبكة البالغ',\n",
" 0.9312193268550503],\n",
" [[[6, 574], [60, 574], [60, 602], [6, 602]], 'المنقولة', 0.5956925719826927],\n",
" [[[192, 578], [436, 578], [436, 610], [192, 610]],\n",
" 'ويثبت الطبع على ذلك السطح',\n",
" 0.5330050253912196],\n",
" [[[517, 580], [712, 580], [712, 604], [517, 604]],\n",
" 'اعتقلت اجهزة الامن المصرية',\n",
" 0.4814822506003057],\n",
" [[[40, 606], [92, 606], [92, 632], [40, 632]], 'تدخل', 0.5445001633801324],\n",
" [[[148, 604], [204, 604], [204, 630], [148, 630]],\n",
" 'معدنية',\n",
" 0.9500609801295044],\n",
" [[[270, 604], [328, 604], [328, 632], [270, 632]],\n",
" 'الخزفية',\n",
" 0.6662913971811453],\n",
" [[[406, 606], [436, 606], [436, 636], [406, 636]], 'إب', 0.671386597021847],\n",
" [[[474, 600], [708, 600], [708, 624], [474, 624]],\n",
" 'امس الال ٦٤ من اعضاء الجماعات',\n",
" 0.631106025273242],\n",
" [[[555, 629], [579, 629], [579, 641], [555, 641]], 'بعد', 0.5146158898584765],\n",
" [[[580, 619], [712, 619], [712, 646], [580, 646]],\n",
" 'المتطرفة فى مدينة قنا',\n",
" 0.6048986038968339],\n",
" [[[50, 630], [254, 630], [254, 660], [50, 660]],\n",
" 'ذلك للغسل بالاء الساخن',\n",
" 0.8480493739684781],\n",
" [[[260, 628], [434, 628], [434, 658], [260, 658]],\n",
" 'الأافران لكى تصمد بعد',\n",
" 0.4543858818883933],\n",
" [[[472, 620], [558, 620], [558, 668], [472, 668]],\n",
" '-م الاابهم م٤',\n",
" 0.34197113405480656],\n",
" [[[572, 640], [692, 640], [692, 664], [572, 664]],\n",
" 'وات الآمن بأرمنت',\n",
" 0.7396782320415763],\n",
" [[[545, 651], [571, 651], [571, 665], [545, 665]], 'بوم', 0.8061883708417107],\n",
" [[[229.42752122286237, 20.45651273371742],\n",
" [275.9714056012973, 3.7386818102766473],\n",
" [285.57247877713763, 29.54348726628258],\n",
" [238.02859439870272, 47.261318189723355]],\n",
" 'اصبح',\n",
" 0.2698570489883423],\n",
" [[[152.42752122286237, 21.45651273371742],\n",
" [199.12132034355963, 6.878679656440358],\n",
" [206.57247877713763, 30.54348726628258],\n",
" [159.87867965644037, 46.121320343559645]],\n",
" 'داري',\n",
" 0.6107633709907532],\n",
" [[[82.78057847830061, 48.4147520217908],\n",
" [148.8288573211499, 42.19050577588447],\n",
" [150.2194215216994, 64.5852479782092],\n",
" [84.1711426788501, 70.80949422411553]],\n",
" 'بالنصوم',\n",
" 0.5706030277247554],\n",
" [[[472.6546544120074, 49.520119853208115],\n",
" [532.8081445330106, 42.14524076621317],\n",
" [535.3453455879926, 63.479880146791885],\n",
" [474.1918554669894, 69.85475923378684]],\n",
" 'النصوص',\n",
" 0.4802761237399833],\n",
" [[[565.4789396203098, 75.41419735452669],\n",
" [619.553108038399, 70.42467801886018],\n",
" [621.5210603796902, 97.58580264547331],\n",
" [567.446891961601, 102.57532198113982]],\n",
" 'التاريخ',\n",
" 0.9943713300942695],\n",
" [[[360.51341170750567, 80.6620705367551],\n",
" [408.61922088678875, 70.82606485707814],\n",
" [412.48658829249433, 92.3379294632449],\n",
" [365.38077911321125, 102.17393514292186]],\n",
" 'العجم',\n",
" 0.6365374651804624],\n",
" [[[412.5857864376269, 79.58578643762691],\n",
" [462.7967687218384, 74.12157973599011],\n",
" [464.4142135623731, 92.41421356237309],\n",
" [414.2032312781616, 97.87842026400989]],\n",
" 'ماحب',\n",
" 0.4776961523721596],\n",
" [[[564.7805784783006, 148.4147520217908],\n",
" [598.6464255718306, 145.86453408839267],\n",
" [600.2194215216994, 164.5852479782092],\n",
" [566.3535744281694, 168.13546591160733]],\n",
" 'ليس',\n",
" 0.9758890478791394],\n",
" [[[634.8375236125618, 175.37253305758654],\n",
" [685.7411256774403, 170.0158854866642],\n",
" [688.1624763874382, 192.62746694241346],\n",
" [636.2588743225597, 197.9841145133358]],\n",
" 'مكترب',\n",
" 0.6069653054065315],\n",
" [[[144.41000317999047, 176.45600508798475],\n",
" [201.6513637490412, 172.5963368387429],\n",
" [202.58999682000953, 197.54399491201525],\n",
" [145.3486362509588, 202.4036631612571]],\n",
" 'الابجدي',\n",
" 0.6449451162166602],\n",
" [[[309.1055728090001, 175.21114561800016],\n",
" [354.9523741203679, 181.56613908436267],\n",
" [351.8944271909999, 198.78885438199984],\n",
" [306.0476258796321, 192.43386091563733]],\n",
" 'ومستند',\n",
" 0.9267722994989147],\n",
" [[[298.43826238111393, 211.75060990489115],\n",
" [349.6044664425481, 199.8059784613596],\n",
" [354.56173761888607, 222.24939009510885],\n",
" [303.3955335574519, 234.1940215386404]],\n",
" 'الدرحي',\n",
" 0.14649866425742114],\n",
" [[[438.51341170750567, 211.6620705367551],\n",
" [480.7594130271523, 206.04896593126904],\n",
" [482.48658829249433, 223.3379294632449],\n",
" [440.2405869728477, 227.95103406873096]],\n",
" 'معتمر',\n",
" 0.2500458843054169],\n",
" [[[83.43826238111394, 341.7506099048912],\n",
" [134.76470588235293, 334.05882352941177],\n",
" [137.56173761888607, 352.2493900951088],\n",
" [86.23529411764706, 359.94117647058823]],\n",
" 'الصور',\n",
" 0.381063957176199],\n",
" [[[194.29289321881345, 320.0502525316942],\n",
" [233.77152359715572, 333.717377609883],\n",
" [211.70710678118655, 399.9497474683058],\n",
" [172.22847640284428, 387.282622390117]],\n",
" 'تطبج',\n",
" 0.10737813893059041],\n",
" [[[229.87867965644037, 362.87867965644034],\n",
" [271.12132034355966, 352.87867965644034],\n",
" [277.12132034355966, 377.12132034355966],\n",
" [235.87867965644037, 388.12132034355966]],\n",
" 'آخر',\n",
" 0.991789791305463],\n",
" [[[647.2191311905569, 385.37530495244556],\n",
" [681.8647889466101, 380.4978644826135],\n",
" [683.7808688094431, 394.62469504755444],\n",
" [649.1352110533899, 399.5021355173865]],\n",
" 'آمس',\n",
" 0.31835660338401794],\n",
" [[[185.71963120067105, 389.46355744080523],\n",
" [247.77598881855457, 381.0802915046771],\n",
" [250.28036879932895, 404.53644255919477],\n",
" [188.22401118144543, 411.9197084953229]],\n",
" 'الخشب',\n",
" 0.7161926007264797],\n",
" [[[262.04405590008355, 392.32776211024236],\n",
" [360.92897433239034, 379.57871193398785],\n",
" [364.95594409991645, 432.67223788975764],\n",
" [266.07102566760966, 445.42128806601215]],\n",
" ' الطبتحضيرة',\n",
" 0.45451219505649465],\n",
" [[[198.7805784783006, 418.4147520217908],\n",
" [250.76574477839856, 413.0607740540433],\n",
" [252.2194215216994, 434.5852479782092],\n",
" [200.23425522160144, 439.9392259459567]],\n",
" 'يغمس',\n",
" 0.5980306830331314],\n",
" [[[526.5134117075056, 424.6620705367551],\n",
" [586.8684367723588, 419.2865968687357],\n",
" [588.4865882924944, 436.3379294632449],\n",
" [528.1315632276412, 441.7134031312643]],\n",
" 'لنسرب',\n",
" 0.6941109374545279],\n",
" [[[35.654654412007375, 442.5201198532081],\n",
" [90.721153365648, 433.9813582121675],\n",
" [93.34534558799263, 456.4798801467919],\n",
" [38.278846634352, 465.0186417878325]],\n",
" 'الصور',\n",
" 0.6819945660948152],\n",
" [[[475.2025477771711, 458.1658598874935],\n",
" [530.9845557534273, 467.7519305308216],\n",
" [526.797452222829, 484.8341401125065],\n",
" [471.01544424657266, 475.2480694691784]],\n",
" 'سودانىة',\n",
" 0.71295491391822],\n",
" [[[528.438262381114, 465.7506099048912],\n",
" [576.813442223777, 460.15653850056884],\n",
" [577.561737618886, 476.2493900951088],\n",
" [530.186557776223, 481.84346149943116]],\n",
" 'عناصر',\n",
" 0.7059854434464877],\n",
" [[[54.33589941132431, 469.5038491169865],\n",
" [118.54399491201526, 460.41000317999044],\n",
" [121.6641005886757, 489.4961508830135],\n",
" [57.456005087984735, 498.58999682000956]],\n",
" 'الابيض',\n",
" 0.59310479253937],\n",
" [[[5.780578478300615, 474.4147520217908],\n",
" [50.64438438328756, 467.86158004233937],\n",
" [53.21942152169939, 490.5852479782092],\n",
" [8.355615616712443, 497.13841995766063]],\n",
" 'غير',\n",
" 0.9947034883170077],\n",
" [[[151.07944680100655, 502.6953361612079],\n",
" [212.4056484828402, 490.2075560323936],\n",
" [217.92055319899345, 519.3046638387922],\n",
" [156.5943515171598, 531.7924439676065]],\n",
" 'المطبوع',\n",
" 0.3803251169362695],\n",
" [[[268.41000317999044, 552.4560050879847],\n",
" [331.67383409228324, 546.6396282688384],\n",
" [332.58999682000956, 573.5439949120153],\n",
" [269.32616590771676, 578.3603717311616]],\n",
" 'المطلوب',\n",
" 0.4463130507007012],\n",
" [[[112.98198161801106, 558.7801797798122],\n",
" [158.21408643600682, 547.9756924013652],\n",
" [164.01801838198892, 574.2198202201878],\n",
" [118.78591356399318, 584.0243075986348]],\n",
" 'تنزع',\n",
" 0.9590320587158203],\n",
" [[[59.71963120067104, 582.4635574408053],\n",
" [114.76669804138986, 576.0625683862013],\n",
" [117.28036879932895, 597.5364425591947],\n",
" [62.23330195861014, 603.9374316137987]],\n",
" 'الصور',\n",
" 0.8268901620601222],\n",
" [[[121.83752361256181, 581.3725330575866],\n",
" [170.7114639671612, 575.9651613221816],\n",
" [172.1624763874382, 598.6274669424134],\n",
" [124.28853603283882, 604.0348386778184]],\n",
" 'وتطبع',\n",
" 0.7980262492460753],\n",
" [[[332.4789396203098, 608.4141973545267],\n",
" [397.4824273231753, 598.3154957449882],\n",
" [401.5210603796902, 630.5858026454733],\n",
" [336.5175726768247, 639.6845042550118]],\n",
" 'الأوانى',\n",
" 0.6975204681417875],\n",
" [[[206.47893962030983, 607.4141973545267],\n",
" [260.56774662583734, 602.4486530802233],\n",
" [262.5210603796902, 629.5858026454733],\n",
" [207.43225337416263, 634.5513469197767]],\n",
" 'باحبار',\n",
" 0.6796260865860765]]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "easyocr.ipynb",
"provenance": []
},
"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": "3.8.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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