IEEE transactions on signal processing, 2008-08, Vol.56 (8), p.3447-3457
2008
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Details
- Autor(en) / Beteiligte
- Titel
- A Consistent Metric for Performance Evaluation of Multi-Object Filters
- Ist Teil von
- IEEE transactions on signal processing, 2008-08, Vol.56 (8), p.3447-3457
- Ort / Verlag
- New York, NY: IEEE
- Erscheinungsjahr
- 2008
- Quelle
- IEEE Electronic Library (IEL)
- Beschreibungen/Notizen
- 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.
- Sprache
- Englisch
- Identifikatoren
- ISSN: 1053-587XeISSN: 1941-0476DOI: 10.1109/TSP.2008.920469Titel-ID: cdi_proquest_miscellaneous_34862790
- Format
- –
- Schlagworte
- Aerospace control, Application software, Applied sciences, Australia, Detection, estimation, filtering, equalization, prediction, Error correction, Errors, Exact sciences and technology, Filtering, Filters, Filtration, Information, signal and communications theory, Miscellaneous, Miss-distance, multi-object filtering, multi-object systems, multi-target tracking, Performance evaluation, point processes, Radar applications, Radar remote sensing, Radar tracking, random sets, Signal and communications theory, Signal processing, Signal, noise, Sonar navigation, Telecommunications and information theory, Wasserstein distance