> Looks like that would have been the new Riverside Museum (very distinctive Zaha Hadid building in an open area) rather than the old Transport Museum?

Ah yes, that must be it, looking it up online I recognize the building. It appeared very shiny and new when I visited, which seems to match the timeline (per wikipedia, it opened in June 2011, and I was there in spring 2012).