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4f83acf a6be34e 2095927 07bb533 4f83acf 84a88e9 2095927 a6be34e 2cd8ad7 a6be34e c8ad4de | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 | 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)
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