Fast Methods for Eikonal Equations: An Experimental Survey

被引:23
作者
Gomez, J. V. [1 ]
Alvarez, D. [1 ]
Garrido, S. [1 ]
Moreno, L. [1 ]
机构
[1] Univ Carlos III Madrid, Robot Lab, Madrid 28911, Spain
关键词
Eikonal equation; fast methods; fast marching method; fast sweeping method; FAST-MARCHING-METHOD; FAST SWEEPING METHOD; HAMILTON-JACOBI EQUATIONS; LEVEL SET METHOD; ALGORITHMS; PATH; SEGMENTATION;
D O I
10.1109/ACCESS.2019.2906782
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fast methods are very popular algorithms to compute time-of-arrival maps (distance maps measured in time units) solving the Eikonal equation. Since fast marching was proposed in 1995, it has been applied to many different applications, such as robotics, medical computer vision, fluid simulation, and so on. From then on, many alternatives to the original method have been proposed with two main objectives: reducing its computational time and improving its accuracy. In this paper, we collect the main single-threaded approaches, which improve the computational time of the standard fast marching method and study them within a common mathematical framework. Then, they are evaluated using isotropic environments, which are representative of their possible applications. The studied methods are the fast marching method with the binary heap, the fast marching method with Fibonacci heap, the simplified fast marching method, the untidy fast marching method, the fast iterative method, the group marching method, the fast sweeping method, the locking sweeping method, and the double dynamic queue method.
引用
收藏
页码:39005 / 39029
页数:25
相关论文
共 62 条
[1]   A THIRD ORDER ACCURATE FAST MARCHING METHOD FOR THE EIKONAL EQUATION IN TWO DIMENSIONS [J].
Ahmed, Shahnawaz ;
Bak, Stanley ;
Mclaughlin, Joyce ;
Renzi, Daniel .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2011, 33 (05) :2402-2420
[2]  
Al Zaben N, 2015, 2015 6th International Conference on Information and Communication Systems (ICICS), P106, DOI 10.1109/IACS.2015.7103211
[3]  
[Anonymous], 2012, THESIS
[4]  
[Anonymous], 2007, UUCS07010
[5]   SOME IMPROVEMENTS FOR THE FAST SWEEPING METHOD [J].
Bak, Stanley ;
McLaughlin, Joyce ;
Renzi, Daniel .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2010, 32 (05) :2853-2874
[6]  
Basu S, 2014, IEEE IMAGE PROC, P3597, DOI 10.1109/ICIP.2014.7025730
[7]  
Bellman R.E., 1957, DYNAMIC PROGRAMMING
[8]   A fast sweeping algorithm for accurate solution of the tilted transversely isotropic eikonal equation using factorization [J].
bin Waheed, Umair ;
Alkhalifah, Tariq .
GEOPHYSICS, 2017, 82 (06) :WB1-WB8
[9]   Image Compression with Anisotropic Triangulations [J].
Bougleux, Sebastien ;
Peyre, Gabriel ;
Cohen, Laurent D. .
2009 IEEE 12TH INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2009, :2343-2348
[10]   CAN LOCAL SINGLE-PASS METHODS SOLVE ANY STATIONARY HAMILTON-JACOBI-BELLMAN EQUATION? [J].
Cacace, Simone ;
Cristiani, Emiliano ;
Falcone, Maurizio .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2014, 36 (02) :A570-A587