vietnamese-ocr / app.py
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import streamlit as st
from PIL import Image
import os
#Trick to not init function multitime
if "ocr_detector" not in st.session_state:
print("INIT MODEL")
os.system("wget http://archive.ubuntu.com/ubuntu/pool/main/o/openssl/libssl1.1_1.1.0g-2ubuntu4_amd64.deb")
os.system("sudo dpkg -i libssl1.1_1.1.0g-2ubuntu4_amd64.deb")
from src.setup import Setup
Setup().ocr_model_downloader()
from src.OCR import OCRDetector
st.session_state.ocr_detector = OCRDetector()
print("DONE INIT MODEL")
st.set_page_config(page_title="Vietnamese OCR", layout="wide", page_icon = "./storage/linhai.jpeg")
hide_menu_style = """
<style>
footer {visibility: hidden;}
</style>
"""
st.markdown(hide_menu_style, unsafe_allow_html= True)
st.markdown(
"""
<style>
[data-testid="stSidebar"][aria-expanded="true"] > div:first-child{
width: 400px;
}
[data-testid="stSidebar"][aria-expanded="false"] > div:first-child{
margin-left: -400px;
}
""",
unsafe_allow_html=True,
)
st.markdown("<h2 style='text-align: center; color: grey;'>Input: Image </h2>", unsafe_allow_html=True)
st.markdown("<h2 style='text-align: center; color: grey;'>Output: The Vietnamese or English text in the image (if any).</h2>", unsafe_allow_html=True)
left_col, right_col = st.columns(2)
#LEFT COLUMN
upload_image = left_col.file_uploader("Choose an image file", type=["jpg", "jpeg", "png", "webp", ])
if left_col.button("OCR Detect"):
image, texts, boxes = st.session_state.ocr_detector.text_detector(upload_image, is_local=True)
left_col.write("**RESULTS:** ")
left_col.write(texts)
#RIGHT COLUMN
visualize_image = st.session_state.ocr_detector.visualize_ocr(image, texts, boxes)
right_col.write("**ORIGIN IMAGE:** ")
right_col.image(image)
right_col.write("**OCR IMAGE:** ")
right_col.image(visualize_image)