I usually see these pop up around August in north New Jersey along a hiking trail. The picture doesn't do the color justice. They have a very vibrant color that makes them stand out.
Until I examined them closely they always just looked very much like bright green ball shaped plants as I'm running along the trail. Every fall they pop up and I've been curious as to what they are.