Here's a distinguished (featured) student essay featured by VCCS titled "The Abandonment and Neglect of Hunting Dogs" that mentions cases from Virginia and North Carolina.

The issue doesn't seem to be common but it does occur and is primarily due to the hunter's inability or lack of desire to feed dogs off-season when they're struggling to feed themselves.