The walk-out over pay involved around a thousand members of the Unite Union at Arriva garages in Croydon, Brixton, Norwood and Thornton Heath.
TFL say 36 routes are likely to be affected by the strike planned for Wednesday.
The drivers have rejected a 3 per cent pay offer. The union says staff employed directly by TFL received an 8.4 per cent pay rise earlier this year.