Lactarius deliciosus has a carrot orange cap which is convex to vase shaped, inrolled when young, across, often with darker orange lines in the form of concentric circles.
In North America, this mushroom is often confused with Lactarius rubrilacteus which stains blue, exudes a red latex, and is also edible.