HID vs. LED vs. Halogen, which is better?

I am up grading the lighting on my 06 Tundra. The big question is what lighting is the best, price vs quility? FYI I am replacing my standard lights and am adding fog lights. Let me know if you need more info. I will be buying a kit to make it work.