This just shows how much confusion there is on this topic. The Wikipedia pictures agree with most of the connectors I've seen, both on cables and equipment, so, until somebody shows me proof to the contrary, that's what I use.
Until someone puts these things on a VNA, we're all just throwing up more confusion. I suspect that the VNA tests will show that most of the differences are trivial, but a few are significant if you're running very high frequencies and/or very sensitive measurements. Remember that BNC connectors aren't really suited to either of those situations. SMA, N, or maybe even TNC are better.