Update app.py
Browse files
app.py
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import streamlit as st
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import easyocr
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from PIL import Image
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import re
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# Initialize EasyOCR Reader
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reader = easyocr.Reader(['en', 'hi'])
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# Streamlit app title
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st.title("Image Text Extraction and Keyword Search using EasyOCR")
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else:
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import streamlit as st
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import easyocr
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import requests
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from PIL import Image
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import re
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from io import BytesIO
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# Initialize EasyOCR Reader
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reader = easyocr.Reader(['en', 'hi'])
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# Streamlit app title
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st.title("Image Text Extraction and Keyword Search using EasyOCR")
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# Input for image URL
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image_url = st.text_input("Enter the image URL:")
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if image_url:
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try:
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# Fetch the image from the URL
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response = requests.get(image_url)
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image = Image.open(BytesIO(response.content))
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# Display the image
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st.image(image, caption='Uploaded Image', use_column_width=True)
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# Perform OCR
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with st.spinner("Extracting text..."):
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results = reader.readtext(image)
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# Extract the text
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extracted_text = " ".join([text for (_, text, _) in results])
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if extracted_text:
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st.success("Extracted Text:")
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st.write(extracted_text)
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# Keyword search feature
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keyword = st.text_input("Enter a keyword to search in the extracted text:")
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if keyword:
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# Highlight matches
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highlighted_text = re.sub(f"({keyword})", r"<mark>\1</mark>", extracted_text, flags=re.IGNORECASE)
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st.markdown(f"**Search Results for '{keyword}':**", unsafe_allow_html=True)
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st.markdown(highlighted_text, unsafe_allow_html=True)
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else:
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st.info("Enter a keyword to search.")
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else:
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st.warning("No text detected in the image.")
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except Exception as e:
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st.error("Error fetching or processing the image. Please check the URL.")
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