Reverse Engineering Point Clouds to Fit Tensor Product B-Spline Surfaces by Blending Local Fits

11/21/2014
by   Lavanya Sita Tekumalla, et al.
0

Being able to reverse engineer from point cloud data to obtain 3D models is important in modeling. As our main contribution, we present a new method to obtain a tensor product B-spline representation from point cloud data by fitting surfaces to appropriately segmented data. By blending multiple local fits our method is more efficient than existing techniques, with the ability to deal with more detail by efficiently introducing a high number of knots. Further point cloud data obtained by digitizing 3D data, typically presents many associated complications like noise and missing data. As our second contribution, we propose an end-to-end framework for smoothing, hole filling, parameterization, knot selection and B-spline fitting that addresses these issues, works robustly with large irregularly shaped data containing holes and is straightforward to implement.

READ FULL TEXT
research
06/10/2019

Weighted Quasi Interpolant Spline Approximation of 3D point clouds via local refinement

We present a new surface approximation, the Weighted Quasi Interpolant S...
research
09/22/2020

Implicit reconstructions of thin leaf surfaces from large, noisy point clouds

Thin surfaces, such as the leaves of a plant, pose a significant challen...
research
07/26/2018

Structured Point Cloud Data Analysis via Regularized Tensor Regression for Process Modeling and Optimization

Advanced 3D metrology technologies such as Coordinate Measuring Machine ...
research
11/23/2019

Visualizing Point Cloud Classifiers by Curvature Smoothing

Recently, several networks that operate directly on point clouds have be...
research
06/27/2017

A region-growing approach for automatic outcrop fracture extraction from a three-dimensional point cloud

Conventional manual surveys of rock mass fractures usually require large...
research
01/12/2019

DeepSpline: Data-Driven Reconstruction of Parametric Curves and Surfaces

Reconstruction of geometry based on different input modes, such as image...
research
03/04/2023

Improving the quality of dental crown using a Transformer-based method

Designing a synthetic crown is a time-consuming, inconsistent, and labor...

Please sign up or login with your details

Forgot password? Click here to reset