Covariance estimation for SAD block matching
2007 (English)In: Image Analysis: 15th Scandinavian Conference, SCIA 2007, Aalborg, Denmark, June 10-14, 2007 / [ed] Bjarne Kjær Ersbøll and Kim Steenstrup Pedersen, Springer Berlin/Heidelberg, 2007, 374-382 p.Conference paper (Refereed)
The estimation of a patch position in an image is a long established but still relevant topic with many applications, e.g. pose estimation and tracking in image sequences. In most systems the position estimate needs to be fused with other estimates, and hence, covariance information is required to weight the different estimates in the right way. In this paper we address the issue with covariance estimation in the case of sum of absolute difference (SAD) block matching. First, we derive the theory for covariance estimation in the case of SAD matching. Second, we evaluate the suggested method in a virtual 3D patch tracking scenario in order to verify the performance in real-world scenarios.
Place, publisher, year, edition, pages
Springer Berlin/Heidelberg, 2007. 374-382 p.
Lecture Notes in Computer Science, ISSN 0302-9743 (print), 1611-3349 (online) ; 4522
IdentifiersURN: urn:nbn:se:liu:diva-38251DOI: 10.1007/978-3-540-73040-8_38ISI: 000247364000038Local ID: 43267ISBN: 978-3-540-73039-2 (Print)ISBN: 978-3-540-73040-8 (Online)OAI: oai:DiVA.org:liu-38251DiVA: diva2:259100
15th Scandinavian Conference, SCIA 2007, Aalborg, Denmark, June 10-14, 2007