In Immanuel Kant's philosophy, phenomena refer to the world as we experience it through our senses, while noumena represent the reality that exists independently of our perceptions, which we can never fully access or understand. This distinction underscores the limits of human knowledge and the role of perception in shaping our understanding of the world.