On the computational complexity of reconstructing lattice sets from their X-rays

被引:91
作者
Gardner, RJ
Gritzmann, P
Prangenberg, D
机构
[1] Western Washington Univ, Dept Math, Bellingham, WA 98225 USA
[2] Univ Technol, Ctr Math Sci, D-80290 Munich, Germany
[3] Univ Trier, D-54286 Trier, Germany
基金
美国国家科学基金会;
关键词
tomography; discrete tomography; high resolution transmission electron microscopy; computational complexity; polynomial-time algorithm; NP-hardness; #P-hardness; lattice; data compression; image processing; data security;
D O I
10.1016/S0012-365X(98)00347-1
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We study the computational complexity of various inverse problems in discrete tomography. These questions are motivated by demands from the material sciences for the reconstruction of crystalline structures from images produced by quantitative high resolution transmission electron microscopy. We completely settle the complexity status of the basic problems of existence (data consistency), uniqueness (determination), and reconstruction of finite subsets of the d-dimensional integer lattice Z(d) that are only accessible via their line sums (discrete X-rays) in some prescribed finite set of lattice directions. Roughly speaking, it turns out that for all d greater than or equal to 2 and for a prescribed but arbitrary set of m greater than or equal to 2 pairwise nonparallel lattice directions, the problems are solvable in polynomial time if m=2 and are NP-complete (or NP-equivalent) otherwise. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:45 / 71
页数:27
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