Initialization and Optimation of Deformable Models

Rune Fisker Jensen, Jens Michael Carstensen, Kaj Madsen

    Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

    Abstract

    The deformable model literature has in general been very focused on the formulation and development of new models or the solution of a specific application. Teh final and crucial steps of initialization and optimazation of the deformable model, needed for making inference, have received very little attention. We present an improved general method for initialization based on a filter interpretation of the likelihood. This method will, for a large number of models and problems, generate the initialization significantly faster than the previously proposed general method. To perform the optimization a number of general algorithms from the optimization literature is introduced, which are novel in the context of deformable models. These algorithms are compared to general algorithms previously used for optimization of deformable models. Tests are performed on real data.
    Original languageEnglish
    Title of host publicationProceedings from The 11th Scandinavian Conference on Image Analysis
    Publication date1999
    Pages295-302
    Publication statusPublished - 1999
    Event11th Scandinavian Conference on Image Analysis (SCIA) - Kangerlussuaq, Greenland
    Duration: 7 Jun 199911 Jun 1999
    Conference number: 11

    Conference

    Conference11th Scandinavian Conference on Image Analysis (SCIA)
    Number11
    CountryGreenland
    CityKangerlussuaq
    Period07/06/199911/06/1999

    Cite this

    Jensen, R. F., Carstensen, J. M., & Madsen, K. (1999). Initialization and Optimation of Deformable Models. In Proceedings from The 11th Scandinavian Conference on Image Analysis (pp. 295-302)