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import os | |
os.system('pip install paddlepaddle') | |
os.system('pip install paddleocr') | |
import requests | |
from paddleocr import PaddleOCR, draw_ocr | |
from PIL import Image | |
import gradio as gr | |
def download_image(url, save_path): | |
""" | |
Download an image from a specified URL and save it to the specified path | |
Args: | |
url (str): URL of the image | |
save_path (str): Path to save the image | |
Returns: | |
bool: True if download is successful, False otherwise | |
""" | |
try: | |
response = requests.get(url, stream=True) | |
if response.status_code == 200: | |
with open(save_path, 'wb') as file: | |
for chunk in response.iter_content(chunk_size=8192): | |
file.write(chunk) | |
print(f"Image successfully downloaded and saved as: {save_path}") | |
return True | |
else: | |
print(f"Download failed, status code: {response.status_code}") | |
return False | |
except Exception as e: | |
print(f"Error occurred during download: {str(e)}") | |
return False | |
# Download example image from GitHub | |
image_url = "https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/v2.8.0/doc/imgs_en/img_12.jpg" | |
download_image(image_url, "example.jpg") | |
def inference(img, lang): | |
ocr = PaddleOCR(use_angle_cls=True, lang=lang,use_gpu=False) | |
img_path = img | |
result = ocr.ocr(img_path, cls=True)[0] | |
image = Image.open(img_path).convert('RGB') | |
boxes = [line[0] for line in result] | |
txts = [line[1][0] for line in result] | |
scores = [line[1][1] for line in result] | |
im_show = draw_ocr(image, boxes, txts, scores, | |
font_path='./simfang.ttf') | |
im_show = Image.fromarray(im_show) | |
im_show.save('result.jpg') | |
return 'result.jpg' | |
title = 'PaddleOCR' | |
description = 'Gradio demo for PaddleOCR. PaddleOCR demo supports Chinese, English, French, German, Korean and Japanese. To use it, simply upload your image and choose a language from the dropdown menu, or click one of the examples to load them. Read more at the links below.' | |
article = "<p style='text-align: center'>Awesome multilingual OCR toolkits based on PaddlePaddle <a href='https://github.com/PaddlePaddle/PaddleOCR'>Github Repo</a></p>" | |
examples = [['example.jpg','en']] | |
css = ".output_image, .input_image {height: 40rem !important; width: 100% !important;}" | |
gr.Interface( | |
inference, | |
[gr.Image(type='filepath', label='Input'), gr.Dropdown(choices=['ch', 'en', 'fr', 'german', 'korean', 'japan'], value='en', label='language')], | |
gr.Image(type='filepath', label='Output'), | |
title=title, | |
description=description, | |
article=article, | |
examples=examples, | |
css=css | |
).launch(debug=True) | |