This 2013 book is different from the other Capstone DC books I’ve seen; the book is longer and clearly aimed at a slightly older audience (though it’s still for children). The story is about Batman going undercover as Matches Malone to investigate a supervillain convention. Though the Batvillains are naturally the most prominent, the Rogues are in it a fair bit.
The book is mostly text, with some illustrations. You can see one of the art pages here.
Out in 2012, this is volume two in a series of RPG sourcebooks. It contains alphabetized biographies and gaming stats for a variety of DC characters, including quite a few Rogues.
Some Rogues have shorter entries than others; the bios/stats for the Top and newer Rogues like Tar Pit and Girder are abbreviated and contained under the entry “The Rogues” rather than in their alphabetical position. James Jesse is mentioned in Axel Walker’s entry, but doesn’t get any stats or much of a write-up. The two Mirror Masters share an entry and each gets a biography, but seem to share stats.
The books are published by the gaming company Green Ronin.
In 1995, Skybox released a villains trading card set under the name DC Villains: The Dark Judgment. The art is all painted and unique to this set (meaning it isn’t used anywhere else). Several Rogues were part of it.