There is a fascinating site that allows you to see images of the backlot and take a "virtual tour" of the place and also get a better sense of the specific sets that Batman used.
http://www.retroweb.com/40acres.html
The nature of the chase taking place at an "abandoned movie studio" allowed us to see views we wouldn't usually see. For instance, here the Batmobile drives by the quonset hut sets of "Gomer Pyle USMC" complete with their false rears. ("Surprise, surprise! Batman and Robin, well goll-eee!")


The large building to the left is the railway station originally built for "Gone With The Wind".

The red building above Blaze is another "Gone With The Wind" structure, the Atlanta Examiner building.

An exterior and interior look at the "Arab Village" set that had at this point recently been used for partial filming of the Biblical epic "The Greatest Story Ever Told".


And finally the very familiar "central building" and church from the town of Mayberry, North Carolina which also saw double duty in the first season Star Trek episodes "Miri" and "City On The Edge Of Forever" (and which unconvincingly stand in for Gotham City itself in earlier parts of the episode).

Here's an overview shot of the lot from 1965 that helps put a lot of this layout in perspective!



