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import os | |
os.system('pip install paddlepaddle==2.4.2') | |
# os.system('pip install paddlepaddle==0.0.0 -f https://www.paddlepaddle.org.cn/whl/linux/cpu-mkl/develop.html') | |
os.system('pip install paddleocr') | |
from paddleocr import PaddleOCR, draw_ocr | |
from PIL import Image | |
import gradio as gr | |
import torch | |
# Download example image | |
torch.hub.download_url_to_file('https://i.imgur.com/aqMBT0i.jpg', 'example.jpg') | |
def inference(img, lang): | |
# Initialize OCR with the selected language | |
ocr = PaddleOCR(use_angle_cls=True, lang=lang, use_gpu=False) | |
img_path = img | |
result = ocr.ocr(img_path, cls=True)[0] | |
# Extract boxes and text | |
boxes = [line[0] for line in result] | |
txts = [line[1][0] for line in result] | |
scores = [line[1][1] for line in result] | |
# Load image and draw OCR results | |
image = Image.open(img_path).convert('RGB') | |
im_show = draw_ocr(image, boxes, txts=None, scores=None, font_path='simfang.ttf') | |
im_show = Image.fromarray(im_show) | |
im_show.save('result.jpg') | |
return 'result.jpg', '\n'.join(txts) | |
def update_example(lang): | |
# Automatically load the example based on selected language | |
if lang == 'es': | |
return 'spanish.png' | |
elif lang == 'en': | |
return 'english.png' | |
return None | |
# Title and description for the Gradio app | |
title = 'Gradio demo for PaddleOCR' | |
article = "" | |
description = "PaddleOCR demo supports Spanish and English. To use it, simply upload your image and choose a language from the dropdown menu, or click one of the examples to load them." | |
# Gradio Interface | |
app = gr.Interface( | |
inference, | |
inputs=[ | |
gr.Image(type='filepath', label='Input'), | |
gr.Dropdown(choices=['es', 'en'], value='en', label='Language', interactive=True) | |
], | |
outputs=["image", "text"], | |
title=title, | |
description=description, | |
article=article, | |
examples=[['english.png','en'], ['spanish.png','es']], | |
css=".output_image, .input_image {height: 40rem !important; width: 100% !important;}", | |
) | |
# Add function to update input based on language selection | |
app.set_input_callback(update_example, ['language']) | |
# Launch the app | |
app.launch(debug=True) | |