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Create app.py
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app.py
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import streamlit as st
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import easyocr
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import cv2
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import numpy as np
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from PIL import Image
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import tempfile
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import os
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st.set_page_config(page_title="🧾 EasyOCR Image Text Extractor", layout="centered")
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st.title("🧾 Image OCR with EasyOCR")
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# Upload image file
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uploaded_file = st.file_uploader("Upload an image", type=["jpg", "jpeg", "png"])
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def process_image(image_path, gpu=False):
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reader = easyocr.Reader(['en'], gpu=gpu)
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result = reader.readtext(image_path)
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text_lines = [detection[1] for detection in result]
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saved_text = " ".join(text_lines)
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img = cv2.imread(image_path)
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for detection in result:
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top_left = tuple([int(val) for val in detection[0][0]])
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bottom_right = tuple([int(val) for val in detection[0][2]])
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text = detection[1]
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font = cv2.FONT_HERSHEY_SIMPLEX
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img = cv2.rectangle(img, top_left, bottom_right, (0, 255, 0), 2)
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img = cv2.putText(img, text, top_left, font, 0.6, (255, 255, 255), 1, cv2.LINE_AA)
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return img, saved_text
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if uploaded_file:
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# Save the uploaded file temporarily
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with tempfile.NamedTemporaryFile(delete=False, suffix=".png") as temp_file:
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temp_file.write(uploaded_file.read())
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temp_path = temp_file.name
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# Process image
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img_result, extracted_text = process_image(temp_path)
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# Show image with bounding boxes
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st.image(cv2.cvtColor(img_result, cv2.COLOR_BGR2RGB), caption="Detected Text", use_column_width=True)
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# Show extracted text
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st.subheader("📄 Extracted Text")
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st.text_area("Detected Text", extracted_text, height=200)
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# Option to download text
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st.download_button("Download Extracted Text", extracted_text, file_name="extracted_text.txt")
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# Clean up temporary file
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os.remove(temp_path)
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