That is whole difference.
Any way, will be sort of CCD matrix to use any of these techs (may be something like modern Flash as storage, or DRAM cell with refresh), but CMOS is very straightforward to produce and to use.
Why I mention CCD - it is analog storage with multiple levels, organized as multiple lines with output line on one side. It could also be used as solid-state circular buffer to access separate cells.
So, these CMOS transistors will work as neuron, but weights will be stored as analog value in CCD.