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@yunwoong7
Last active December 23, 2021 11:36
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Tesseract OCR 기본 사용법 (python)
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "d55e31c1-eb6e-4be9-8f5b-3e6163a4834a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting pytesseract\n",
" Downloading pytesseract-0.3.8.tar.gz (14 kB)\n",
"Requirement already satisfied: Pillow in d:\\anaconda3\\envs\\skt_sol_32_env\\lib\\site-packages (from pytesseract) (8.3.1)\n",
"Building wheels for collected packages: pytesseract\n",
" Building wheel for pytesseract (setup.py): started\n",
" Building wheel for pytesseract (setup.py): finished with status 'done'\n",
" Created wheel for pytesseract: filename=pytesseract-0.3.8-py2.py3-none-any.whl size=14071 sha256=4e93f5116eb795ee04041125534bbb7a7a6ec9eea6c893280b4bd767203a5a09\n",
" Stored in directory: c:\\users\\administrator\\appdata\\local\\pip\\cache\\wheels\\ed\\8a\\c6\\40c7ec06c2dd3df636832537238128a1471bf9c1b6a3a9bf40\n",
"Successfully built pytesseract\n",
"Installing collected packages: pytesseract\n",
"Successfully installed pytesseract-0.3.8\n"
]
}
],
"source": [
"!pip install pytesseract"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "7e64aee0-63b7-4fbc-915c-1d80ed123784",
"metadata": {},
"outputs": [],
"source": [
"import pytesseract\n",
"import cv2\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "9e81f7ee-1506-4280-8470-166b15312eb3",
"metadata": {},
"outputs": [],
"source": [
"path = 'asset/images/ocr_test.jpg'"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "b5752b64-4b18-4f62-9b68-0643e65cd31c",
"metadata": {},
"outputs": [],
"source": [
"image = cv2.imread(path)\n",
"rgb_image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "14641954-9607-4633-b76d-8bafa97a364d",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 5))\n",
"\n",
"plt.subplot(1, 1, 1)\n",
"plt.imshow(rgb_image)\n",
"plt.title('RGB Image')\n",
"plt.xticks([]), plt.yticks([])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "67332edf-59ff-461a-b4bf-abd317acd785",
"metadata": {},
"source": [
"```\"Failed loading language 'kor'\"``` 오류가 발생한다면 'kor' traineddata 가 없어서 발생한 문제입니다. \n",
"[tessdata Download][tessdatalink] 사이트로 이동하여 필요한 언어를 다운로드 후 ```Tesseract-OCR\\tessdata``` 경로에 복사하시면 됩니다.\n",
"\n",
"**2개 이상의 언어 사용**이 필요하다면 ```lang='kor+eng'``` 형태로 입력하시면 됩니다.\n",
"\n",
"[tessdatalink]: https://github.com/tesseract-ocr/tessdata \"Go tessdata Download\""
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "c86832f5-fe7c-45b9-9d7b-a8f73383cbc9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"김윤웅\n",
"\n",
"Kim Yunwoong\n",
"\n",
"0123456789#$\n",
"\n"
]
}
],
"source": [
"# use Tesseract to OCR the image\n",
"text = pytesseract.image_to_string(rgb_image, lang='kor+eng')\n",
"print(text)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "7fad4e54-2b0a-47cf-b1ff-1f0362bdbd19",
"metadata": {},
"outputs": [],
"source": [
"path = 'asset/images/ocr_test2.jpg'\n",
"image = cv2.imread(path)\n",
"rgb_image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "b2a1408c-4542-458f-bed5-81ab6f8a8458",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 5))\n",
"\n",
"plt.subplot(1, 1, 1)\n",
"plt.imshow(rgb_image)\n",
"plt.title('RGB Image')\n",
"plt.xticks([]), plt.yticks([])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "772946a7-3229-4419-8f36-a57e3e37d229",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"미국 식품의약국044이 먹는 코로나19 치료 알약 사용을 최초 승인했다.\n",
"\n",
"FDAE 22일(현지\n",
"\n",
"시간) 보도자료를 통해 화이자의 코로나19 경구용 지료 알약 '팍스로비드'의 긴급\n",
"\n",
"사용을 허가한다고 밝혔다. 이번 승인으로 미국 시민들은 SAS 아니라 가정에서도 팍스로비드를\n",
"\n",
"복용해 코로나19를 치료할 수 있게 됐다.\n",
"\n",
"부\n",
"Im\n",
"쁘\n",
"=\n",
"2\n",
"xu\n",
"=\n",
"년\n",
"ㄷ\n",
"더\n",
"대\n",
"ma\n",
"1\n",
"고\n",
"be\n",
"on\n",
"ro\n",
"2\n",
"뜨\n",
"으\n",
"10\n",
"a\n",
"m\n",
"th\n",
"x\n",
"때\n",
"rat\n",
"만\n",
"oft\n",
"ro\n",
"순\n",
"XN\n",
"2\n",
"2\n",
"뜨\n",
"와\n",
"x\n",
"\n",
"는 코로나에 맞서 싸울 새로운 도구를 제공한다\"며 \"심각한 질환으로 진행될 수 있는 고위험군 환자\n",
"\n",
"들이 더 쉼게 항바이러스 ASE 받을 수 있을 것\"이라고 말했다.\n",
"\n"
]
}
],
"source": [
"# use Tesseract to OCR the image\n",
"text = pytesseract.image_to_string(rgb_image, lang='kor+eng')\n",
"print(text)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "skt_sol_32_env",
"language": "python",
"name": "skt_sol_32_env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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