Sources use different processes
A hot filament can emit visible light through incandescence. LEDs emit through processes in semiconductor materials. Fluorescent lamps use ultraviolet radiation to excite a coating that emits visible light. Chemiluminescence comes from a chemical reaction; bioluminescence is light production by living organisms.

