Garbage collection, how to improve performance?

In My game, I have to pool alot of objects. This mean I have alot of objects in memory, dragging down the speed of the garbage collector, and causing fps hitches.

What is a good way to take the strain off the garbage collector? Is there a way to temporarily exclude objects from garbage collection?