Not much unless it's done at a high enough intensity. Then, it adds to fitness -- whether we want to call it "base" or just "fitness."*
*Conceptually, I don't think there is such a thing as "base." It's all just fitness. If you train more, you get more. When you get more, you can train more. A nice virtuous cycle.
But, there is not "this kind" versus "that kind" of fitness. It's all just fitness.