Slides_to_Doc(OCR).ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPGSBmdYmg3p0EtZdzvspS7"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["Installations"],"metadata":{"id":"AnyktM6d9JFa"}},{"cell_type":"code","source":["!unzip /content/lecture_slides.zip"],"metadata":{"id":"vt3G2KfnJV3w"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import glob\n","images = glob.glob('/content/lecture_slides/001/*.jpeg')"],"metadata":{"id":"Fcg1e0WzJjvr"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["## This step is needed for collab\n","! apt install tesseract-ocr\n","! apt install libtesseract-dev"],"metadata":{"id":"o89sQLht6KND"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!pip install pillow\n","!pip install pytesseract"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SD8z6tk_4nG-","executionInfo":{"status":"ok","timestamp":1676780457211,"user_tz":360,"elapsed":7266,"user":{"displayName":"Salvi Rohan Charudatt","userId":"16799566509525298622"}},"outputId":"a6535968-e564-4139-81b9-7ac2817573d0"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: pillow in /usr/local/lib/python3.8/dist-packages (9.4.0)\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: pytesseract in /usr/local/lib/python3.8/dist-packages (0.3.9)\n","Requirement already satisfied: packaging>=21.3 in /usr/local/lib/python3.8/dist-packages (from pytesseract) (23.0)\n","Requirement already satisfied: Pillow>=8.0.0 in /usr/local/lib/python3.8/dist-packages (from pytesseract) (9.4.0)\n"]}]},{"cell_type":"code","source":["# import the necessary packages\n","from PIL import Image\n","import pytesseract\n","import argparse\n","import cv2\n","import os"],"metadata":{"id":"pt8cgJgI9d68"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["OCR"],"metadata":{"id":"7-qqlvE09euG"}},{"cell_type":"code","source":["## Converts image to PIL image and then uses the PIL image for OCR and creates a new doc\n","def image_pil_doc(img_path,image_folder,slide,pil_folder,doc_folder, pre_process=\"thresh\"): \n","  # load the example image and convert it to grayscale\n","  image = cv2.imread(img_path)\n","  gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n","  # check to see if we should apply thresholding to preprocess the\n","  # image\n","  if pre_process == \"thresh\":\n","    gray = cv2.threshold(gray, 0, 255,\n","      cv2.THRESH_BINARY | cv2.THRESH_OTSU)[1]\n","  # make a check to see if median blurring should be done to remove\n","  # noise\n","  elif pre_process == \"blur\":\n","    gray = cv2.medianBlur(gray, 3)\n","  # write the grayscale image to disk as a temporary file so we can\n","  # apply OCR to it\n","  filename = os.path.join(pil_folder, image_folder + '_' +slide+'.png')\n","  print(filename)\n","  cv2.imwrite(os.path.join(pil_folder, image_folder + '_' +slide+'.png'), gray)\n","\n","  # load the image as a PIL/Pillow image, apply OCR, and then delete\n","  # the temporary file\n","  text = pytesseract.image_to_string(Image.open(filename))\n","  os.remove(filename)\n","  # print(text)\n","  # print(type(text))\n","\n","  ## Creating a text document\n","  doc_path = os.path.join(doc_folder, image_folder + '_' +slide+'.txt')\n","  text_file = open(doc_path, \"w\")\n","  text_file.write(text)\n","  text_file.close()"],"metadata":{"id":"KCImnkgD1xr1","executionInfo":{"status":"ok","timestamp":1676782816900,"user_tz":360,"elapsed":218,"user":{"displayName":"Salvi Rohan Charudatt","userId":"16799566509525298622"}}},"execution_count":30,"outputs":[]},{"cell_type":"code","source":["path_of_ppt_folders = '/content/lecture_slides'\n","path_of_pil_images = '/content/PIL_images'\n","path_of_doc_files = '/content/documents'\n","ppts = list(os.listdir(path_of_ppt_folders))\n","\n","for i in ppts:\n","            # Get the path of the folder containing the ppt images\n","            folder_name = i\n","            images = list(os.listdir(os.path.join(path_of_ppt_folders, folder_name)))  \n","            \n","            for img in images:\n","              img_path = os.path.join(path_of_ppt_folders, folder_name,img)\n","              slide = img.split('.')[0]\n","              image_pil_doc(img_path,folder_name,slide,path_of_pil_images,path_of_doc_files, pre_process=\"thresh\")"],"metadata":{"id":"1d-ZJxJg-vR_"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["\n","!zip -r /content/documents.zip /content/documents "],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KiCZ-whSH78D","executionInfo":{"status":"ok","timestamp":1676785137702,"user_tz":360,"elapsed":632,"user":{"displayName":"Salvi Rohan Charudatt","userId":"16799566509525298622"}},"outputId":"7924d135-e2ee-499d-d86d-7f967a16764e"},"execution_count":37,"outputs":[{"output_type":"stream","name":"stdout","text":["  adding: content/documents/ (stored 0%)\n","  adding: content/documents/126_Slide41.txt (deflated 20%)\n","  adding: content/documents/140_Slide15.txt (deflated 29%)\n","  adding: content/documents/009_Slide19.txt (deflated 35%)\n","  adding: content/documents/141_Slide3.txt (deflated 29%)\n","  adding: content/documents/136_Slide10.txt (deflated 43%)\n","  adding: content/documents/004_Slide4.txt (deflated 38%)\n","  adding: content/documents/133_Slide31.txt (deflated 39%)\n","  adding: content/documents/129_Slide9.txt (deflated 25%)\n","  adding: content/documents/050_Slide10.txt (deflated 26%)\n","  adding: 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(deflated 34%)\n","  adding: content/documents/048_Slide16.txt (deflated 31%)\n","  adding: content/documents/087_Slide8.txt (deflated 28%)\n","  adding: content/documents/090_Slide21.txt (deflated 21%)\n","  adding: content/documents/132_Slide31.txt (deflated 36%)\n","  adding: content/documents/126_Slide30.txt (deflated 31%)\n","  adding: content/documents/098_Slide15.txt (deflated 31%)\n","  adding: content/documents/090_Slide34.txt (stored 0%)\n","  adding: content/documents/041_Slide11.txt (deflated 22%)\n","  adding: content/documents/132_Slide29.txt (deflated 39%)\n","  adding: content/documents/046_Slide1.txt (deflated 21%)\n","  adding: content/documents/058_Slide4.txt (deflated 26%)\n","  adding: content/documents/099_Slide3.txt (deflated 35%)\n","  adding: content/documents/043_Slide5.txt (deflated 37%)\n","  adding: content/documents/042_Slide3.txt (deflated 30%)\n","  adding: content/documents/126_Slide35.txt (deflated 16%)\n","  adding: content/documents/001_Slide15.txt 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(deflated 27%)\n","  adding: content/documents/083_Slide27.txt (deflated 34%)\n","  adding: content/documents/128_Slide20.txt (deflated 19%)\n","  adding: content/documents/057_Slide2.txt (deflated 30%)\n","  adding: content/documents/001_Slide1.txt (deflated 22%)\n","  adding: content/documents/088_Slide11.txt (deflated 28%)\n","  adding: content/documents/125_Slide5.txt (deflated 37%)\n","  adding: content/documents/046_Slide2.txt (deflated 24%)\n","  adding: content/documents/098_Slide18.txt (deflated 35%)\n","  adding: content/documents/132_Slide14.txt (deflated 2%)\n","  adding: content/documents/090_Slide20.txt (deflated 39%)\n","  adding: content/documents/055_Slide5.txt (deflated 33%)\n","  adding: content/documents/046_Slide18.txt (deflated 27%)\n","  adding: content/documents/009_Slide5.txt (deflated 29%)\n","  adding: content/documents/125_Slide6.txt (deflated 27%)\n","  adding: content/documents/090_Slide22.txt (deflated 18%)\n","  adding: content/documents/026_Slide5.txt 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(deflated 22%)\n","  adding: content/documents/134_Slide13.txt (deflated 27%)\n","  adding: content/documents/01d_Slide9.txt (deflated 36%)\n","  adding: content/documents/057_Slide11.txt (deflated 28%)\n","  adding: content/documents/001_Slide21.txt (deflated 29%)\n","  adding: content/documents/043_Slide1.txt (deflated 18%)\n","  adding: content/documents/120_Slide45.txt (deflated 39%)\n","  adding: content/documents/096_Slide11.txt (deflated 28%)\n","  adding: content/documents/101_Slide9.txt (deflated 16%)\n","  adding: content/documents/120_Slide28.txt (deflated 32%)\n","  adding: content/documents/126_Slide55.txt (deflated 23%)\n","  adding: content/documents/042_Slide4.txt (deflated 28%)\n","  adding: content/documents/094_Slide23.txt (deflated 32%)\n","  adding: content/documents/043_Slide30.txt (deflated 20%)\n","  adding: content/documents/126_Slide26.txt (deflated 23%)\n","  adding: content/documents/027_Slide2.txt (deflated 34%)\n","  adding: content/documents/081_Slide12.txt (deflated 38%)\n","  adding: content/documents/090_Slide8.txt (deflated 29%)\n","  adding: content/documents/088_Slide23.txt (deflated 36%)\n","  adding: content/documents/053_Slide8.txt (deflated 45%)\n","  adding: content/documents/101_Slide15.txt (deflated 25%)\n","  adding: content/documents/040_Slide5.txt (deflated 29%)\n","  adding: content/documents/123_Slide20.txt (deflated 30%)\n","  adding: content/documents/040_Slide16.txt (deflated 33%)\n","  adding: content/documents/142_Slide10.txt (deflated 35%)\n","  adding: content/documents/023_Slide15.txt (deflated 30%)\n","  adding: content/documents/095_Slide9.txt (deflated 41%)\n","  adding: content/documents/122_Slide17.txt (deflated 29%)\n","  adding: content/documents/023_Slide4.txt (deflated 34%)\n","  adding: content/documents/004_Slide5.txt (deflated 21%)\n","  adding: content/documents/088_Slide18.txt (stored 0%)\n","  adding: content/documents/095_Slide10.txt (deflated 39%)\n","  adding: content/documents/091_Slide37.txt (deflated 11%)\n","  adding: content/documents/101_Slide25.txt (deflated 24%)\n","  adding: content/documents/091_Slide4.txt (deflated 14%)\n","  adding: content/documents/010_Slide11.txt (deflated 26%)\n","  adding: content/documents/094_Slide29.txt (deflated 46%)\n","  adding: content/documents/101_Slide11.txt (deflated 19%)\n","  adding: content/documents/126_Slide33.txt (deflated 6%)\n","  adding: content/documents/044_Slide5.txt (deflated 31%)\n","  adding: content/documents/101_Slide33.txt (deflated 20%)\n","  adding: content/documents/008_Slide11.txt (deflated 33%)\n","  adding: content/documents/132_Slide6.txt (deflated 32%)\n","  adding: content/documents/120_Slide19.txt (deflated 16%)\n","  adding: content/documents/041_Slide3.txt (deflated 19%)\n","  adding: content/documents/044_Slide19.txt (deflated 33%)\n","  adding: content/documents/007_Slide7.txt (deflated 25%)\n","  adding: content/documents/120_Slide38.txt (deflated 34%)\n","  adding: content/documents/040_Slide1.txt (deflated 18%)\n","  adding: content/documents/094_Slide59.txt (deflated 40%)\n","  adding: content/documents/01d_Slide11.txt (deflated 24%)\n","  adding: content/documents/133_Slide13.txt (deflated 45%)\n","  adding: content/documents/010_Slide5.txt (deflated 29%)\n","  adding: content/documents/003_Slide10.txt (deflated 18%)\n","  adding: content/documents/041_Slide10.txt (deflated 14%)\n","  adding: content/documents/089_Slide20.txt (deflated 28%)\n","  adding: content/documents/081_Slide18.txt (deflated 30%)\n","  adding: content/documents/123_Slide8.txt (deflated 28%)\n","  adding: content/documents/094_Slide43.txt (deflated 36%)\n","  adding: content/documents/142_Slide9.txt (deflated 32%)\n","  adding: content/documents/050_Slide1.txt (deflated 18%)\n","  adding: content/documents/085_Slide7.txt (deflated 27%)\n","  adding: content/documents/101_Slide63.txt (deflated 37%)\n","  adding: content/documents/134_Slide1.txt (deflated 21%)\n","  adding: content/documents/132_Slide16.txt (deflated 8%)\n","  adding: content/documents/005_Slide3.txt (deflated 30%)\n","  adding: content/documents/59b_Slide5.txt (deflated 30%)\n","  adding: content/documents/126_Slide49.txt (deflated 18%)\n","  adding: content/documents/126_Slide50.txt (deflated 9%)\n","  adding: content/documents/126_Slide12.txt (deflated 27%)\n","  adding: content/documents/133_Slide1.txt (deflated 20%)\n","  adding: content/documents/141_Slide1.txt (deflated 19%)\n","  adding: content/documents/090_Slide32.txt (deflated 41%)\n","  adding: content/documents/099_Slide19.txt (deflated 38%)\n","  adding: content/documents/125_Slide11.txt (deflated 12%)\n","  adding: content/documents/121_Slide12.txt (deflated 28%)\n","  adding: content/documents/089_Slide18.txt (deflated 29%)\n","  adding: content/documents/128_Slide3.txt (deflated 19%)\n","  adding: content/documents/081_Slide4.txt (deflated 30%)\n","  adding: content/documents/090_Slide1.txt (deflated 20%)\n","  adding: content/documents/009_Slide22.txt (deflated 22%)\n","  adding: content/documents/101_Slide52.txt (deflated 30%)\n","  adding: content/documents/050_Slide2.txt (deflated 30%)\n","  adding: content/documents/101_Slide1.txt (deflated 18%)\n","  adding: content/documents/001_Slide2.txt (deflated 6%)\n","  adding: content/documents/120_Slide44.txt (deflated 42%)\n","  adding: content/documents/100_Slide4.txt (deflated 25%)\n","  adding: content/documents/132_Slide15.txt (deflated 47%)\n","  adding: content/documents/043_Slide13.txt (deflated 28%)\n","  adding: content/documents/096_Slide6.txt (deflated 36%)\n","  adding: content/documents/097_Slide9.txt (deflated 37%)\n","  adding: content/documents/041_Slide14.txt (deflated 32%)\n","  adding: content/documents/091_Slide8.txt (deflated 31%)\n","  adding: content/documents/120_Slide9.txt (deflated 19%)\n","  adding: content/documents/120_Slide35.txt (deflated 30%)\n","  adding: content/documents/023_Slide13.txt (deflated 12%)\n","  adding: content/documents/055_Slide8.txt (deflated 17%)\n","  adding: content/documents/007_Slide12.txt (deflated 20%)\n","  adding: content/documents/142_Slide23.txt (deflated 43%)\n"]}]},{"cell_type":"code","source":["!rm -rf /content/documents"],"metadata":{"id":"A4lM2kknF986","executionInfo":{"status":"ok","timestamp":1676783652285,"user_tz":360,"elapsed":179,"user":{"displayName":"Salvi Rohan Charudatt","userId":"16799566509525298622"}}},"execution_count":32,"outputs":[]}]}