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Dear Shubhi,
instead of reading data for all voxels and images, you might want to try to read only data for the locations you are interested in. SPM provides the function spm_get_data for this purpose. It takes an array of volume handles and a vector or matrix of target coordinates and returns the timeseries for the specified locations.
Hope this helps
Volkmar