The 1HD-T is superior.
1HD-T has a factory turbo, direct injection, more power in stock form. There are issues with BEB's but that is fairly easily addressed. There is a lot more reliable power potential as a result of the direct injection system.
1HZ has no turbo and is indirect injection...