CJam, 22 bytes
ri2,{(_(jAb:+\jAb:++}j
Straightforward recursive algorithm, nothing fancy. 0-indexed.
Try it online! or test for 0-50 (actually runs pretty fast).
Explanation
ri Read an integer from input
2, Push the array [0 1]
{ }j Recursive block, let's call it j(n), using the input as n and [0 1] as base cases
( Decrement (n-1)
_( Duplicate and decrement again (n-2)
jAb Get the list digits of j(n-2)
:+ Sum them
\ Swap the top two elements
jAb Get the list of digits of j(n-1)
:+ Sum them
+ Add the two sums