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Just stumbled onto this page that demonstrates a very comprehensive objective (as in measurements not as in audibility) comparison of a variety of upsampling filter implementations.
This is probably of more interest to graph nerds but I think it's pretty interesting and wanted to share. It also gives some insight into vendor claims about the filters used in their software/hardware.
It does only demonstrate non-integer multiple upsampling which represents a worst case, for most of us here it's unlikely we'd ever do anything other than a direct multiple resample.