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| import os | |
| os.system('chmod 777 /tmp') | |
| os.system('apt-get update -y') | |
| os.system('apt-get install tesseract-ocr -y') | |
| os.system('pip install -q pytesseract') | |
| if __name__ == "__main__": | |
| print("YES") | |
| from PIL import Image | |
| import pytesseract | |
| import gradio as gr | |
| from io import BytesIO | |
| import os | |
| # OCR processing function | |
| def extract_text_from_image(image): | |
| try: | |
| # Open the uploaded image from Gradio | |
| image = image.resize((300, 150)) # Resize as required | |
| # Tesseract custom config | |
| custom_config = r'-l eng --oem 3 --psm 6' | |
| # Extracting text using pytesseract | |
| text = pytesseract.image_to_string(image, config=custom_config) | |
| return text | |
| except Exception as e: | |
| return f"Error occurred: {e}" | |
| # Load example image from local directory (make sure the path is correct) | |
| example_image_path = "./sample.png" # Replace with the actual path | |
| example_image = Image.open(example_image_path) | |
| # Gradio Interface | |
| iface = gr.Interface( | |
| fn=extract_text_from_image, # Function to process OCR | |
| inputs=gr.Image(type="pil", label="Upload Image"), # User uploads an image file | |
| outputs="text", # Output extracted text | |
| title="Image to Text OCR", | |
| description="Upload an image file to extract text using OCR. Use the example image for testing.", | |
| examples=[[example_image]] # Preload the example image | |
| ) | |
| # Launch the interface | |
| iface.launch(debug=True) | |