Recent work has established the possibility of deriving auxiliary information from biometric data. For example, it has been shown that face images can be used to deduce the health, gender, age and race of a subject; further, face images have been used to link a pseudonymous profile in the Web with a true profile, thereby compromising the privacy of an individual. The objective of this work is to design and implement techniques for imparting privacy to biometric data such as face, fingerprint and iris images.