如何使用python-opencv实现对机械零件的尺寸检测 
时间: 2023-05-18 20:05:33 浏览: 100
要使用Python-OpenCV实现机械零件的尺寸检测,可以按照以下步骤进行:
1. 导入必要的库
```python
import cv2
import numpy as np
```
2. 读取图像
```python
img = cv2.imread('part.jpg')
```
3. 灰度化和二值化
```python
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
_, thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY_INV + cv2.THRESH_OTSU)
```
4. 轮廓检测
```python
contours, hierarchy = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
```
5. 遍历轮廓,计算尺寸
```python
for cnt in contours:
area = cv2.contourArea(cnt)
perimeter = cv2.arcLength(cnt, True)
x, y, w, h = cv2.boundingRect(cnt)
aspect_ratio = float(w) / h
rect_area = w * h
extent = float(area) / rect_area
hull = cv2.convexHull(cnt)
hull_area = cv2.contourArea(hull)
solidity = float(area) / hull_area
```
6. 显示结果
```python
cv2.imshow('img', img)
cv2.waitKey(0)
cv2.destroyAllWindows()
```
以上就是使用Python-OpenCV实现机械零件尺寸检测的基本步骤,具体实现还需要根据实际情况进行调整和优化。
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