Where can I get passport size face photo database for my image classification experiment?
Here is an up-to-date index of face image databases commonly used by researchers.

http://www.face-rec.org/databases/

It contains links to the common datasets such as The Yale Face Database (regular and "B"), The Color FERET Database, The AT&amp;T Database of Faces, etc.

It should cover your needs.