adjectives - 黒い VS 黒 What is the difference between them?

I was wondering why the translation for a black cat is 黒猫 and not 黒い猫. It has come to my understanding that 黒い is an adjictive, so that's what should be used when modifying a noun. While 黒 is just a noun.