"In contrast" should be used as the subject of the second clause of the sentence when comparing things.

they are the same, but in contrast takes to or with followed by a noun; by contrast is followed by the subject. in contrast to your answer, Tome's answer has more details. by contrast,your use of the colours is amazing. i like to sleep at night, by contrast, my sister stays awake the whole night.