文字识别OCR-通用
·
概述
文字识别OCR(Optical Character Recognition)提供多场景、多语种、高精度的文字检测与识别服务,多项ICDAR指标居世界第一。广泛适用于金融服务、财税报销、法律政务、保险医疗、快递物流、交通出行、教育培训等场景,显著提升信息提取和录入效率,实现信息处理的“电子化”、“自动化”,助力企业加快数字化建设和智能化升级。
方法
创建应用获取API key
注册百度智能云,创建应用
地址:https://console.bce.baidu.com/ai/#/ai/ocr/app/detail~appId=5459122
python代码示例
import requests
import base64
import time
API_KEY = ""
SECRET_KEY = ""
def get_access_token():
"""
使用 AK,SK 生成鉴权签名(Access Token)
:return: access_token,或是None(如果错误)
"""
url = "https://aip.baidubce.com/oauth/2.0/token"
params = {"grant_type": "client_credentials", "client_id": API_KEY, "client_secret": SECRET_KEY}
response = requests.post(url, params=params)
if response.status_code == 200:
return response.json().get("access_token")
else:
print("Error fetching access token:", response.text)
return None
def ocr_image(image_path):
"""
识别图片中的文字
:param image_path: 图片路径
:return: 识别结果
"""
access_token = get_access_token()
if not access_token:
return "Failed to get access token"
url = f"https://aip.baidubce.com/rest/2.0/ocr/v1/accurate_basic?access_token={access_token}"
with open(image_path, "rb") as image_file:
encoded_image = base64.b64encode(image_file.read()).decode("utf-8")
payload = {
"image": encoded_image,
"detect_direction": "false",
"paragraph": "false",
"probability": "false"
}
headers = {
'Content-Type': 'application/x-www-form-urlencoded',
'Accept': 'application/json'
}
retry_count = 0
max_retries = 3
delay = 5 # 初始延迟时间
while retry_count < max_retries:
response = requests.post(url, headers=headers, data=payload)
if response.status_code == 200:
return response.json()
elif response.json().get("error_code") == 18:
print(f"QPS limit reached. Retrying in {delay} seconds...")
time.sleep(delay)
delay *= 2 # 指数退避策略
retry_count += 1
else:
return {"error": "Failed to recognize text", "details": response.text}
return {"error": "Failed to recognize text after multiple retries", "details": response.text}
if __name__ == '__main__':
image_path = r"" # 替换为你的图片路径,识别其中文字
result = ocr_image(image_path)
print(result)
魔乐社区(Modelers.cn) 是一个中立、公益的人工智能社区,提供人工智能工具、模型、数据的托管、展示与应用协同服务,为人工智能开发及爱好者搭建开放的学习交流平台。社区通过理事会方式运作,由全产业链共同建设、共同运营、共同享有,推动国产AI生态繁荣发展。
更多推荐


所有评论(0)