Most Efficient Temporal Mean Looking for a method of getting the mean of a pixel through time

Accelerated Computing CUDA CUDA Programming and Performance
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Has anyone developed or thought about doing the mean of a pixel through time on the GPU efficiently? On a CPU it would generally look like…

for each frame
for each column