对肺部分割结果进行形态学处理,对肺部区域的空洞进行填充python代码实现
时间: 2024-01-31 13:39:10 浏览: 77
空洞填充Python实现
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以下是一个基本的Python代码示例,用于对肺部分割结果进行形态学处理,并填充空洞:
```
import numpy as np
import cv2
# Load segmentation result image
segmentation = cv2.imread('segmentation.png', cv2.IMREAD_GRAYSCALE)
# Create a structuring element and perform morphological closing
kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (5, 5))
closed = cv2.morphologyEx(segmentation, cv2.MORPH_CLOSE, kernel)
# Get connected components and fill in holes
_, contours, hierarchy = cv2.findContours(closed, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
for i in range(len(contours)):
cv2.drawContours(closed, contours, i, 255, -1)
# Save filled image as new file
cv2.imwrite('filled.png', closed)
```
请注意:这只是一个简单的代码示例,可能需要进行调整和优化,以适应特定数据集和任务的要求。
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