So - while I really like the who Modern UI experience for Windows 8, I was a bit sorry to see that the background choices there were limited.
Not any more - Windows 8.1 allows you to use the same background on Start.
- In desktop mode, right click the taskbar, and select Properties.
- Click the Navigation tab.
- Check "Show My Desktop Background on Start".