You'll have to read this and decide if these men were deserters or not.

War Crime or Justice?
General George Pickett and the Mass Execution of
Deserters in Civil War Kinston, North Carolina

http://homepages.rootsweb.ancestry.com/~ncuv/kinston1.htm

Jim Martin