Mean luminance Values of an Image

Question

M@lik Ali 2013-2-1

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/60793-mean-luminance-values-of-an-image

回答： Rodrigo Souza 2019-1-28

采纳的回答： Walter Roberson

在 MATLAB Online 中打开

Hi ALL,

I want to calculate the means luminance value of an image block

i found the formula is..

luminance= 0.3 R + 0.59 G + 0.11 B

but how i can calculate the R, G and B values.

i know that

R=rgb_img(:,:,1) 
G=rgb_img(:,:,2) 
B=rgb_img(:,:,3)

but it give in the shape of matrix, i think i need only a single value of R,G and B, to use above luminance formula.

please help me out.

Thanks in Advance

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Answer 1

Walter Roberson 2013-2-1

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https://ww2.mathworks.cn/matlabcentral/answers/60793-mean-luminance-values-of-an-image#answer_73142

在 MATLAB Online 中打开

mean2(rgb2gray(rgb_img))

provided you have the toolbox installed.

Otherwise, calculate a luminance array using the R, G, B arrays, and then mean2() the luminance array.

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Walter Roberson 2017-7-1

在 MATLAB Online 中打开

https://www.mathworks.com/help/matlab/ref/rgb2gray.html#buiz8mj-9

rgb2gray converts RGB values to grayscale values by forming a weighted sum of the R, G, and B components:

0.2989 * R + 0.5870 * G + 0.1140 * B

But then https://en.wikipedia.org/wiki/Relative_luminance

[...] First convert the gamma-compressed RGB values to linear RGB, and then

Y = 0.2126 R + 0.7152 G + 0.0722 B

And then https://stackoverflow.com/questions/596216/formula-to-determine-brightness-of-rgb-color (see original for links to sources)

Do you mean brightness? Perceived brightness? Luminance?

    Luminance (standard for certain colour spaces): (0.2126*R + 0.7152*G + 0.0722*B)
    Luminance (perceived option 1): (0.299*R + 0.587*G + 0.114*B)
    Luminance (perceived option 2, slower to calculate): sqrt( 0.299*R^2 + 0.587*G^2 + 0.114*B^2 )

So we see that the "Rleative luminance" given in the Wikipedia article is "for certain colour spaces", and the "Perceived option 1" is what is used by rgb2gray. If I recall correctly, the second perceived one is considered slightly more correct in terms of theory.

So... you have to decide which colorspace you are working in, and which variety of "luminance" you want.

Maria Hernandez 2017-7-6

Thanks for taking the time to answer, Walter =)

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Answer 2

Rodrigo Souza 2019-1-28

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此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/60793-mean-luminance-values-of-an-image#answer_358405

Hi all,

I have put together three scripts for calculating (mean and SD), matching or normalizing luminance of colored images (using HSV and CIE Lab color spaces).

They may be specially useful for pupillometry measures of infant research.

The scripts and their descriptions are available at my OSF page: https://osf.io/auzjy/

Hope it helps.