Police are investigating a fight involving up to 20 people in Perth's central business district.

The fight started outside a fast food outlet in William Street around 10:30 pm yesterday and continued across the road into Wesley Arcade.

It is understood some of the people were armed with baseball bats and axes.

At least two people have been admitted to hospital. Their injuries are not life-threatening.

Police say they are searching for several suspects.