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如何计算图像噪声的标准偏差?

[英]How to calculate the standard deviation of noise for an image?

I'm currently testing out various denoising algorithms on noisy images.我目前正在对嘈杂的图像测试各种去噪算法。 Is there a way of measuring the standard deviation of the noise in the images that I'm denoising (before and after) with OpenCV(python) or any easier method?有没有办法测量我使用 OpenCV(python) 或任何更简单的方法去噪(之前和之后)的图像中噪声的标准偏差?

I would try to pursue this by taking the image before denoise and applying a bitwise_and to it from the denoised image.我会尝试通过在降噪之前拍摄图像并从降噪图像对其应用 bitwise_and 来追求这一点。 This would give you just the noise.这只会给你带来噪音。 Then you could take the standard deviation and compare between the denoising algorithms.然后您可以采用标准偏差并在去噪算法之间进行比较。

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