A collaboration with Kanye West has brought some buzz back to Adidas AG in fashion circles. Now, the sportswear company is betting the rapper can also drive sales of clothes and shoes for the basketball court or football field.

Adidas announced Wednesday that it is expanding its partnership with Mr. West to include performance gear and a new line of co-branded retail stores.

The...