The first thing I did was take my brother's wire
brushes and scrub all the loose paint off the
wicker. The large brush took care of most of it,
but a tooth brush size came in handy in the hard
to reach places. It took quite a bit of work to get
all the loose paint off and I scrubbed for a good
half hour to an hour before I was done. However,
this step was important if I wanted the paint I
applied later to keep from chipping. When the
paint stopped chipping excessively, I was ready to
move on to the next step.
After all the loose paint
was scrubbed off, I used  
an air compressor to blow
out the dust, dirt, and paint
chips out of the wicker.
This was a good way to get
rid of any loose paint I
missed with the brush and
did a better job of cleaning
than using wet rag.
After my wicker was clean, it
was time to prime. In smooth
even strokes, I paid the closest
attention to where the wicker
was bare. Those spots needed
to be completely covered,
while the rest only needed a
thin coat. After the primer was
dry, I used semi-gloss paint to
top it all off. I left the furniture
outside to dry all night before
bringing it into my room. Now,
it's time for me to sew some
cushions and officially finish
my project!