Hi Brandon,
SPMs Image Calculator can do this for you. Enter all the images for the time series, adjust interpolation and data type options if necessary and select "Yes - read images into data matrix". As a formula, use mean(X) or std(X). In fact, every function would work as long as it summarises X in a way similar to mean() or std().
See the attached batch for details.
Best,
Volkmar
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