Here's why:
* Common nouns refer to general, everyday things. They are not specific to a particular person, place, or thing.
* Proper nouns are specific names of people, places, or things (e.g., John, London, Eiffel Tower).
Since "scarf" refers to a general type of clothing item, it's a common noun.