Literature DB >> 24051851

Area-preservation mapping using optimal mass transport.

Xin Zhao1, Zhengyu Su, Xianfeng David Gu, Arie Kaufman, Jian Sun, Jie Gao, Feng Luo.   

Abstract

We present a novel area-preservation mapping/flattening method using the optimal mass transport technique, based on the Monge-Brenier theory. Our optimal transport map approach is rigorous and solid in theory, efficient and parallel in computation, yet general for various applications. By comparison with the conventional Monge-Kantorovich approach, our method reduces the number of variables from O(n2) to O(n), and converts the optimal mass transport problem to a convex optimization problem, which can now be efficiently carried out by Newton's method. Furthermore, our framework includes the area weighting strategy that enables users to completely control and adjust the size of areas everywhere in an accurate and quantitative way. Our method significantly reduces the complexity of the problem, and improves the efficiency, flexibility and scalability during visualization. Our framework, by combining conformal mapping and optimal mass transport mapping, serves as a powerful tool for a broad range of applications in visualization and graphics, especially for medical imaging. We provide a variety of experimental results to demonstrate the efficiency, robustness and efficacy of our novel framework.

Entities:  

Mesh:

Year:  2013        PMID: 24051851     DOI: 10.1109/TVCG.2013.135

Source DB:  PubMed          Journal:  IEEE Trans Vis Comput Graph        ISSN: 1077-2626            Impact factor:   4.579


  3 in total

1.  Optimal mass transport for shape matching and comparison.

Authors:  Zhengyu Su; Yalin Wang; Rui Shi; Wei Zeng; Jian Sun; Feng Luo; Xianfeng Gu
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2015-11       Impact factor: 6.226

2.  A novel kernel Wasserstein distance on Gaussian measures: An application of identifying dental artifacts in head and neck computed tomography.

Authors:  Jung Hun Oh; Maryam Pouryahya; Aditi Iyer; Aditya P Apte; Joseph O Deasy; Allen Tannenbaum
Journal:  Comput Biol Med       Date:  2020-03-26       Impact factor: 4.589

3.  LMap: Shape-Preserving Local Mappings for Biomedical Visualization.

Authors:  Saad Nadeem; Xianfeng Gu; Arie E Kaufman
Journal:  IEEE Trans Vis Comput Graph       Date:  2017-11-13       Impact factor: 4.579

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.