Brewer's: Dog and Duck
A public-house sign, to announce that ducks were hunted by dogs within. The sport was to see the duck dive, and the dog after it. At Lambeth there was a famous pleasure-resort so called, on the spot where Bethlehem Hospital now stands.
Source: Dictionary of Phrase and Fable, E. Cobham Brewer, 1894