Monotone EM Scheme for Cooperative Saliency Analysis

Abstract

By invoking generic restriction on ‘what-to-be-observed', a common information structure is introduced in early perception processes. To identify latent parameters, this structure stabilizes the expectation maximization scheme via dynamic truncation of model errors. Resulted likelihood function can be exploited to control the focus of vision systems.