For some varieties yes, such as the bell pepper. You can get green, yellow, orange and red bell peppers, which are all just different maturity levels.
Black peppers (old world) are very different from new world capsicum plants. They are all called peppers because they are hot, I guess. Sort of like maze being called corn, which is just Latin for grain. Shows a decided lack of imagination.