In a new alpha version of pdf reader is even better solution. You can use portrait display mode and Paper mode (2 column mode). It navigates downward the 1st collumn, then top of 2nd and downwards the 2nd.
Works OK for scientific A4 papers. Not sure about 2 page book's scans. It might be better to use landscape mode.