Branch Decomposition-Independent Edit Distances for Merge Trees

  • Edit distances between merge trees of scalar fields have many applications in scientific visualization, such as ensemble analysis, feature tracking or symmetry detection. In this paper, we propose branch mappings, a novel approach to the construction of edit mappings for merge trees. Classic edit mappings match nodes or edges of two trees onto each other, and therefore have to either rely on branch decompositions of both trees or have to use auxiliary node properties to determine a matching. In contrast, branch mappings employ branch properties instead of node similarity information, and are independent of predetermined branch decompositions. Especially for topological features, which are typically based on branch properties, this allows a more intuitive distance measure which is also less susceptible to instabilities from small-scale perturbations. For trees with đ’Ș(n) nodes, we describe an đ’Ș(n4) algorithm for computing optimal branch mappings, which is faster than the only other branch decomposition-independent method in the literature by more than a linear factor. Furthermore, we compare the results of our method on synthetic and real-world examples to demonstrate its practicality and utility.

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Metadaten
Verfasser*innenangaben:Florian WetzelsORCiD, Heike LeitteORCiD, Christoph GarthORCiD
URN:urn:nbn:de:hbz:386-kluedo-80671
DOI:https://doi.org/10.1111/cgf.14547
ISSN:1467-8659
Titel des ĂŒbergeordneten Werkes (Englisch):Computer Graphics Forum
Verlag:Wiley
Dokumentart:Wissenschaftlicher Artikel
Sprache der Veröffentlichung:Englisch
Datum der Veröffentlichung (online):17.04.2024
Jahr der Erstveröffentlichung:2022
Veröffentlichende Institution:Rheinland-PfÀlzische Technische UniversitÀt Kaiserslautern-Landau
Datum der Publikation (Server):17.04.2024
Ausgabe / Heft:41/3
Seitenzahl:12
Erste Seite:367
Letzte Seite:378
Quelle:https://onlinelibrary.wiley.com/doi/10.1111/cgf.14547
Fachbereiche / Organisatorische Einheiten:Kaiserslautern - Fachbereich Informatik
DDC-Sachgruppen:0 Allgemeines, Informatik, Informationswissenschaft / 004 Informatik
Sammlungen:Open-Access-Publikationsfonds
Lizenz (Deutsch):Zweitveröffentlichung