Yes, you can do this! You don't need to use the ActionBar to have these tabs. Use a PagerTitleStrip instead of the ActionBar tabs and implement it exactly as described in the rest of the linked article.
Edit:
Alternatively you could use ViewPagerIndicator, developed by Jake Wharton. The usage would be the same as the linked article too.