How to extract text from image using OCR in python?

To extract text from an image using Optical Character Recognition (OCR) in Python, you can utilize the Tesseract OCR library, which is one of the most popular and effective OCR tools available. Here's a step-by-step guide on how to do this:

Install Required Libraries: First, you need to install the required libraries. Open your terminal or command prompt and run the following command:

	pip install pytesseract pillow

This will install the pytesseract library (which is a Python wrapper for Tesseract) and the Pillow library (used for image handling).

Install Tesseract: Tesseract itself is not a Python library, but a standalone OCR engine. You need to install it separately. You can download the installer from the official Tesseract GitHub repository: https://github.com/tesseract-ocr/tesseract

Import Libraries: In your Python script, import the required libraries:

python

	from PIL import
	Image import pytesseract

Load and Process the Image: Load the image using the Image class from the Pillow library:

python

	image = Image.open('your_image_path.jpg')

Perform OCR: Use pytesseract.image_to_string function to perform OCR on the loaded image:

python

	text = pytesseract.image_to_string(image)

Print Extracted Text: Finally, you can print the extracted text:

python

	print(text)

Here's the complete code snippet:

python

    from PIL import Image
    import pytesseract

    # Load the image
    image = Image.open('your_image_path.jpg')

    # Perform OCR
    text = pytesseract.image_to_string(image)

    # Print extracted text
    print(text)

Replace 'your_image_path.jpg' with the actual path to your image file.

Remember to adjust the parameters of the OCR function as needed. For example, you can specify the language of the text using the lang parameter if the text in the image is not in English:

python

    text = pytesseract.image_to_string(image, lang='eng')

Make sure the Tesseract executable is in your system's PATH or provide the path explicitly using the pytesseract.pytesseract.tesseract_cmd parameter before performing OCR:

python

    pytesseract.pytesseract.tesseract_cmd = r'C:\Program Files\Tesseract-OCR\tesseract.exe'

Replace the path with the actual path to your Tesseract executable.

Keep in mind that the accuracy of the OCR process heavily depends on the quality and clarity of the image. Pre-processing the image (e.g., resizing, enhancing contrast) might help improve OCR results.