Start by cutting off strips and half-strips of masking tape. The kids placed their "branches" where they wanted them to go on their trees. The smaller pieces of tape you use, the better. They will come off a lot easier when you remove them.
When they are done painting, let the picture dry.
Take the masking tape off when the picture is dry.