• 3D Point Cloud Semantic Segmentation Through Functional Data Analysis 

      Oviedo de la Fuente, Manuel; Cabo, Carlos; Roca-Pardiñas, Javier; Loudermilk, E. Louise; Ordóñez, Celestino (Springer, 2023)
      [Abstract]: Here, we propose a method for the semantic segmentation of 3D point clouds based on functional data analysis. For each point of a training set, a number of handcrafted features representing the local geometry ...
    • A distance correlation approach for optimum multiscale selection in 3D point cloud classification 

      Oviedo de la Fuente, Manuel; Cabo, Carlos; Ordóñez, Celestino; Roca-Pardiñas, Javier (2021)
      [Abstract] Supervised classification of 3D point clouds using machine learning algorithms and handcrafted local features as covariates frequently depends on the size of the neighborhood (scale) around each point used to ...