peak value of gradient magnitude for every pixel of one image

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Once you have the gradient magnitude of the 3-D image, you can use the max function on the third dimension. As an example if you use the following example:
You can use the following command.
MaxGradients = max(Gmag,[],3);
I hope this helps.

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