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- research-articleFebruary 2021
Parameterization for polynomial curve approximation via residual deep neural networks
Computer Aided Geometric Design (CAGD), Volume 85, Issue Chttps://doi.org/10.1016/j.cagd.2021.101977AbstractFinding the optimal parameterization for fitting a given sequence of data points with a parametric curve is a challenging problem that is equivalent to solving a highly non-linear system of equations. In this work, we propose the use ...
- research-articleFebruary 2021
Binary segmentation of medical images using implicit spline representations and deep learning
Computer Aided Geometric Design (CAGD), Volume 85, Issue Chttps://doi.org/10.1016/j.cagd.2021.101972AbstractWe propose a novel approach to image segmentation based on combining implicit spline representations with deep convolutional neural networks. This is done by predicting the control points of a bivariate spline function whose zero-set ...
- research-articleFebruary 2021
SCN: Dilated silhouette convolutional network for video action recognition
Computer Aided Geometric Design (CAGD), Volume 85, Issue Chttps://doi.org/10.1016/j.cagd.2021.101965AbstractHuman action is a spatio-temporal motion sequence where strong inter-dependencies between the spatial geometry and temporal dynamics of motion exist. However, in existing literature for human action recognition from a video, there is a ...