1. A method to reduce false alarms in identifying whether a candidate image is from an object class comprising: projecting the candidate image onto an object class subspace, projecting the candidate image onto a non-object class subspace; and determining whether the candidate image is from the object class using a Bayesian decision function based on the projections on the object class subspace and the non-object class subspace.