A public display of affection can be anything from holding hands to explicit fondling. Some people feel quite uncomfortable displaying their affection in public, while others have no qualms.
Holding hands, hugging, and kissing are very much accepted in the general public. Foreplay, the kind you would normally do in your bedroom, is frowned upon (however, there are always exceptions).