Gradio-OCR / app.py
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from typing import List
import pytesseract
from PIL import Image
import gradio as gr
def tesseract_ocr(filepath: str, languages: List[str]):
image = Image.open(filepath)
return pytesseract.image_to_string(image=image, lang=', '.join(languages))
title = "Tesseract OCR"
description = "Gradio demo for Tesseract. Tesseract is an open source text recognition (OCR) Engine."
article = "<p style='text-align: center'><a href='https://tesseract-ocr.github.io/' target='_blank'>Tesseract documentation</a> | <a href='https://github.com/tesseract-ocr/tesseract' target='_blank'>Github Repo</a></p>"
language_choices = pytesseract.get_languages()
def search_and_highlight(text, keyword):
highlighted_text = re.sub(f"({keyword})", r"<mark>\1</mark>", text, flags=re.IGNORECASE)
return highlighted_text
def ocr_and_search(image, keyword, language_choices):
if image is None:
return "Please upload an image."
extracted_text = tesseract_ocr(image)
if keyword:
highlighted_text = search_and_highlight(extracted_text, keyword)
return highlighted_text
else:
return extracted_text
iface = gr.Interface(
fn=ocr_and_search,
inputs=[
gr.Image(type="pil", label="Upload Image"),
gr.Textbox(label="Enter keyword to search (optional)"),
],
outputs=gr.HTML(label="Extracted and Highlighted Text"),
title="OCR and Keyword Search",
description="Upload an image to extract text using OCR and optionally search for keywords in the extracted text."
)
iface.launch()