对RGB图像进行颜色校正然后转化为HSI图像的代码
时间: 2024-02-20 09:55:59 浏览: 91
以下是对RGB图像进行颜色校正并转换为HSI图像的代码示例(使用Python和OpenCV库):
```python
import cv2
import numpy as np
# 读取待校正图像
img = cv2.imread('input.jpg')
# 获取颜色校正目标
calibration_target = cv2.imread('calibration_target.jpg')
# 将图像转换为Lab颜色空间
img_lab = cv2.cvtColor(img, cv2.COLOR_BGR2Lab)
calibration_target_lab = cv2.cvtColor(calibration_target, cv2.COLOR_BGR2Lab)
# 计算待校正图像和校正目标的均值和标准差
img_mean, img_std = cv2.meanStdDev(img_lab)
calibration_target_mean, calibration_target_std = cv2.meanStdDev(calibration_target_lab)
# 对每个颜色通道进行均值和标准差的调整
adjusted_lab = np.zeros_like(img_lab)
for i in range(3):
adjusted_lab[...,i] = (img_lab[...,i] - img_mean[i]) * calibration_target_std[i] / img_std[i] + calibration_target_mean[i]
# 将Lab颜色空间下的图像转换回RGB颜色空间
adjusted_img = cv2.cvtColor(adjusted_lab, cv2.COLOR_Lab2BGR)
# 将RGB图像转换为HSI图像
adjusted_img_hsi = cv2.cvtColor(adjusted_img, cv2.COLOR_BGR2HSV)
# 显示结果
cv2.imshow('input', img)
cv2.imshow('calibration target', calibration_target)
cv2.imshow('adjusted', adjusted_img)
cv2.imshow('adjusted HSI', adjusted_img_hsi)
cv2.waitKey(0)
cv2.destroyAllWindows()
```
需要注意的是,在将RGB图像转换为HSI图像时,需要使用OpenCV库中的`cv2.cvtColor()`函数,并将参数设置为`cv2.COLOR_BGR2HSV`。
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