Unforunately, if no owner can be identified, you likely wouldn't have a case, unless there are other factors in which liability can be determined. One such example is if the dog escaped from an animal shelter or kennel. Your dog bite lawyer could argue that the shelter or kennel did not exercise proper care in securing the animal, which led to pain and suffering.