tesseract-ocrHow can I implement best practices for using Tesseract OCR?
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Install Tesseract: Install the latest version of Tesseract OCR library from here.
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Pre-Processing: Pre-process the image before passing it to Tesseract to improve OCR accuracy. This can be done using techniques like thresholding, blurring, noise removal, etc.
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Set Tesseract Parameters: Set Tesseract parameters like language, page segmentation mode, and OCR engine mode. This can be done using the
tesseract_set_parameters()function. -
Run Tesseract: Use the
tesseract_run()function to run the Tesseract OCR on the input image. -
Post-Processing: Post-process the output of Tesseract OCR to improve accuracy and readability. This can be done using techniques like spell checking, grammar correction, etc.
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Evaluate Results: Evaluate the results of the Tesseract OCR using metrics like precision, recall, accuracy, etc.
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Example Code:
# Load image
image = cv2.imread('image.jpg')
# Pre-Processing
processed_image = pre_process_image(image)
# Set Tesseract Parameters
tesseract_set_parameters(language='eng', page_segmentation_mode='auto', ocr_engine_mode='default')
# Run Tesseract
text = tesseract_run(processed_image)
# Post-Processing
post_processed_text = post_process_text(text)
# Evaluate Results
evaluate_results(post_processed_text)
Code explanation
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cv2.imread('image.jpg'): Loads the image from file.pre_process_image(image): Pre-processes the image to improve OCR accuracy.tesseract_set_parameters(language='eng', page_segmentation_mode='auto', ocr_engine_mode='default'): Sets the Tesseract parameters.tesseract_run(processed_image): Runs the Tesseract OCR on the input image.post_process_text(text): Post-processes the output of Tesseract OCR to improve accuracy and readability.evaluate_results(post_processed_text): Evaluates the results of the Tesseract OCR.
## Helpful links
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