python车牌识别_python实现车牌识别的示例代码
时间: 2023-06-19 19:10:44 浏览: 135
车牌识别是计算机视觉领域的一个热门应用,Python也有很多成熟的实现方法。以下是一个基于OpenCV和Tesseract OCR的Python车牌识别示例代码,供参考:
```python
import cv2
import pytesseract
# 车牌识别函数
def license_plate_recognition(image_path):
# 读取图片
img = cv2.imread(image_path)
# 转为灰度图
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
# 边缘检测
edges = cv2.Canny(gray, 100, 200)
# 膨胀处理
kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (3, 3))
dilated = cv2.dilate(edges, kernel)
# 查找轮廓
contours, hierarchy = cv2.findContours(dilated, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
# 筛选车牌轮廓
plate_contour = None
for contour in contours:
x, y, w, h = cv2.boundingRect(contour)
if w > h * 2 and w < h * 6 and w > img.shape[1] / 10 and h > img.shape[0] / 10:
plate_contour = contour
break
# 裁剪出车牌区域
if plate_contour is not None:
x, y, w, h = cv2.boundingRect(plate_contour)
plate_img = img[y:y+h, x:x+w]
# OCR识别车牌号
plate_number = pytesseract.image_to_string(plate_img, lang='chi_sim')
return plate_number
return None
# 示例用法
if __name__ == '__main__':
image_path = 'test.jpg'
plate_number = license_plate_recognition(image_path)
if plate_number is not None:
print('车牌号:', plate_number)
else:
print('未识别出车牌号')
```
需要注意的是,这里使用了Tesseract OCR来识别车牌号,需要先安装Tesseract和pytesseract库。
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