The Leaning Woman was created by sculptor Karel Vogel, who arrived in Britain from Prague in 1938 after fleeing the Nazis.
Residents and supporters have so far pledged £9,000 in donations while Hammersmith and Fulham Council has donated £20,000.
A further £11,000 has been contributed by the charity Heritage of London Trust which initiated the statue restoration project.