“Sea sponge” in Chinese is 海绵 (hǎimián).
海绵吸水。
A sponge absorbs water.
Example sentence from Tatoeba (CC BY 2.0).
Not to be confused with: 海面 (hǎimiàn, the surface of the sea; ocean surface)