Keeping a steady eye on twitter I found:
The Avengers is filming at Albuquerque Studios. (They have also bee spotted shooting at the high school and convention center recently.)
otherside: Not much but I thought it was interesting they where shooting at the high school and convention center. The Avengers explodes into theaters May 4th 2012!