Chrome. It has memory leaks, although I have enough to keep up with it and it is the fastest browser for me. Firefox would be my second alternative.
For Ubuntu, or any other Linux distro. It would be Firefox as it tends to be more responsive than the Windows variant & because it comes default with Ubuntu.