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Performance analysis

I would like to prepare a test which will give me an exact answer if particular CPU (ARM) is capable of doing image processing. I'd like to test basic operations on images. It will be nice to see a performance (time or fps) from a light to heavy processing on CPU and memory.

Which basic operations should I choose? Which operations will benefit from NEON feature?