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import gradio as gr | |
from PIL import Image | |
import pytesseract | |
pytesseract.pytesseract.tesseract_cmd = '/usr/bin/tesseract' | |
def extract_text(image): | |
extracted_text = pytesseract.image_to_string(image, lang='hin+eng+spa+fra+pan') | |
return extracted_text | |
def keyword_search(text, keyword): | |
if not keyword: | |
return text | |
words = text.split() | |
return [(word, word.lower() == keyword.lower()) for word in words] | |
def process_image_with_search(image): | |
extracted_text = extract_text(image) | |
return extracted_text, gr.update(visible=True), gr.update(value="") | |
def search_keyword(text, keyword): | |
highlighted_text = keyword_search(text, keyword) | |
return gr.update(value=highlighted_text, visible=True) | |
def clear_outputs(): | |
return "", gr.update(value=None, visible=False), gr.update(visible=False), gr.update(value="") | |
def main(): | |
theme = gr.themes.Default().set( | |
button_primary_background_fill="#FFA500", | |
button_primary_background_fill_hover="#FF8C00", | |
button_primary_text_color="white", | |
) | |
with gr.Blocks(theme=theme, css=".highlight { background-color: #FFA500; }") as interface: | |
gr.Markdown("# TextVision π") | |
gr.Markdown("Upload an image, extract text, and search for keywords.") | |
with gr.Row(): | |
with gr.Column(scale=1): | |
image_input = gr.Image(type="pil", label="Upload Image") | |
with gr.Row(): | |
extract_text_button = gr.Button("Extract Text", variant="primary") | |
clear_button = gr.Button("Clear", variant="secondary") | |
search_keyword_prompt = gr.Checkbox(label="Do you want to search for a keyword?", visible=False) | |
with gr.Group(visible=False) as search_group: | |
keyword_input = gr.Textbox(label="Enter Keyword") | |
search_button = gr.Button("Search Keyword", variant="primary") | |
with gr.Column(scale=2): | |
extracted_text_output = gr.Textbox(label="Extracted Text", interactive=False, lines=10) | |
keyword_highlighted_output = gr.HighlightedText(label="Highlighted Text", visible=False) | |
extract_text_button.click( | |
process_image_with_search, | |
inputs=image_input, | |
outputs=[extracted_text_output, search_keyword_prompt, search_group], | |
) | |
search_keyword_prompt.change( | |
lambda val: [gr.update(visible=val), gr.update(visible=val), gr.update(visible=val)], | |
inputs=search_keyword_prompt, | |
outputs=[keyword_input, search_button, search_group], | |
) | |
clear_button.click( | |
clear_outputs, | |
outputs=[extracted_text_output, keyword_highlighted_output, search_group], | |
) | |
search_button.click( | |
search_keyword, | |
inputs=[extracted_text_output, keyword_input], | |
outputs=keyword_highlighted_output, | |
) | |
interface.launch() | |
if __name__ == "__main__": | |
main() | |