grammatical number - Is "bicep curl" wrong?

My Autocorrect is telling me to change it to "biceps curl". Also, the Wikipedia entry is Biceps curl.

But Googling, the phrase "bicep curl" seems pretty common. Ngram does suggest though that "biceps curl" is thrice as common in books.

Is "bicep curl" wrong and if so, why?