The pic in this link comes from Harpers Weekly and is dated June 6, 1863. The caption that comes with it reads...

The prison over the Pearl River at Jackson, Mississippi, where Union prisoners have been confined.

Unless I am mistaken this subject was discussed here a few years ago. I'll do a search later tonight and see if I can find it. Meanwhile I'm sure somebody who actually knows something about it will speak up :-)