Home  >  Article  >  Backend Development  >  Why are my OpenCV color images displaying incorrectly when I load them in matplotlib?

Why are my OpenCV color images displaying incorrectly when I load them in matplotlib?

DDD
DDDOriginal
2024-10-25 03:35:29950browse

Why are my OpenCV color images displaying incorrectly when I load them in matplotlib?

Why is OpenCV Rendering Color Images Incorrectly When Loading?

When loading a color image using Python OpenCV, users may encounter instances where the resulting image displays with incorrect colors. This issue arises due to different color order conventions used by OpenCV and matplotlib.

Understanding Color Order Differences

OpenCV employs BGR (Blue-Green-Red) as its default color order for images, while matplotlib operates with RGB (Red-Green-Blue). This discrepancy leads to color distortions when displaying images loaded by OpenCV in matplotlib.

Solution: Convert BGR to RGB

To resolve this issue, explicitly convert the image from BGR to RGB using the following line of code:

RGB_img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)

Using Converted Image for Display

Once the image is converted to RGB, you can use it for plotting instead of the original BGR image:

plt.subplot(1,2,i+1),plt.imshow(RGB_img,'gray')

By following this approach, the image will be displayed with accurate colors, aligning with the conventional RGB order used by matplotlib.

The above is the detailed content of Why are my OpenCV color images displaying incorrectly when I load them in matplotlib?. For more information, please follow other related articles on the PHP Chinese website!

Statement:
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn