Delaunay Triangulation on Skeleton of Flowers for Classification

التفاصيل البيبلوغرافية
العنوان: Delaunay Triangulation on Skeleton of Flowers for Classification
المؤلفون: Devanur S. Guru, Y. H. Sharath Kumar, N. Vinay Kumar
المصدر: Procedia Computer Science. :226-235
بيانات النشر: The Authors. Published by Elsevier B.V.
مصطلحات موضوعية: FOS: Computer and information sciences, Symbolic representation, Classification, Computer science, Computer Vision and Pattern Recognition (cs.CV), ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION, Computer Science - Computer Vision and Pattern Recognition, I.4.6, I.4.7, I.4.8, Delaunay triangulation, GeneralLiterature_MISCELLANEOUS, Segmentation, Computer vision, Discrete Curve Evolution, General Environmental Science, ComputingMethodologies_COMPUTERGRAPHICS, business.industry, Flower Segmentation, Bowyer–Watson algorithm, General Earth and Planetary Sciences, Artificial intelligence, business, MathematicsofComputing_DISCRETEMATHEMATICS
الوصف: In this work, we propose a Triangle based approach to classify flower images. Initially, flowers are segmented using whorl based region merging segmentation. Skeleton of a flower is obtained from the segmented flower using a skeleton pruning method. The Delaunay triangulation is obtained from the endpoints and junction points detected on the skeleton. The length and angle features are extracted from the obtained Delaunay triangles and then are aggregated to represent in the form of interval-valued type data. A suitable classifier has been explored for the purpose of classification. To corroborate the efficacy of the proposed method, an experiment is conducted on our own data set of 30 classes of flowers, containing 3000 samples.
10 pages, 5 figures, 1 table
اللغة: English
تدمد: 1877-0509
DOI: 10.1016/j.procs.2015.03.125
الوصول الحر: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::11863210b0bb013e404a2a2cb2db8ebfTest
حقوق: OPEN
رقم الانضمام: edsair.doi.dedup.....11863210b0bb013e404a2a2cb2db8ebf
قاعدة البيانات: OpenAIRE
الوصف
تدمد:18770509
DOI:10.1016/j.procs.2015.03.125