Create app.py
Browse files
app.py
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import gradio as gr
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import easyocr
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import re
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from PIL import Image
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# Initialize EasyOCR Reader
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reader = easyocr.Reader(['en', 'hi'])
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# Function to extract text and search for a keyword
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def extract_and_search_text(image, keyword):
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results = reader.readtext(image)
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extracted_text = " ".join([text for (_, text, _) in results])
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if not keyword:
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return extracted_text, "Enter a keyword to search."
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# Highlight the matching keyword
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highlighted_text = re.sub(f"({keyword})", r"<mark>\1</mark>", extracted_text, flags=re.IGNORECASE)
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if keyword.lower() in extracted_text.lower():
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return extracted_text, highlighted_text
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else:
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return extracted_text, "No matches found for the keyword."
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# Gradio interface with keyword input
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iface = gr.Interface(
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fn=extract_and_search_text,
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inputs=[gr.Image(type="pil"), gr.Textbox(label="Enter keyword")],
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outputs=[gr.Textbox(label="Extracted Text"), gr.HTML(label="Search Results")],
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title="Image Text Extraction and Keyword Search using EasyOCR",
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description="Upload an image, extract the text, and search for a keyword within the extracted text."
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)
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# Launch the Gradio interface
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iface.launch()
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