Matter is defined as having mass and occupying space, while radiation, specifically photons, lacks both mass and spatial presence. Atoms are classified as matter, whereas photons are not. The term "radiation" can sometimes refer to matter, as seen in neutron radiation. Despite this, the fundamental distinction remains that matter possesses mass, unlike radiation. Understanding these differences is crucial in fields like physics and engineering.