On performance evaluation of multi-object filters
Dominic Schuhmacher, Ba-Tuong Vo, Ba‐Ngu Vo · UWA Profiles and Research Repository (University of Western Australia) · 2008
The concept of a miss-distance, or error, between a reference quantity and its estimated/controlled value, plays a fundamental role in any filtering/control problem. Yet there is no satisfactory notion of a miss-distance in the well-established field of multi-object filtering. In this paper, we outline the inconsistencies of existing metrics in the context of multi-object miss-distances for performance evaluation. We then propose a new mathematically and intuitively consistent metric that addresses the drawbacks of current multi-object performance evaluation metrics.