Dr. Bruce Banner is the physicist who transforms into the Hulk when exposed to gamma radiation or overwhelmed by intense emotions. The name Banner represents the original comic book Hulk, portrayed by actors like Edward Norton and Mark Ruffalo in film adaptations.