Streaming Algorithm for Euler Characteristic Curves of Multidimensional Images

被引:9
|
作者
Heiss, Teresa [1 ,2 ]
Wagner, Hubert [1 ]
机构
[1] IST Austria, Campus 1, A-3400 Klosterneuburg, Austria
[2] Vienna Univ Technol, Karlspl 13, A-1040 Vienna, Austria
来源
COMPUTER ANALYSIS OF IMAGES AND PATTERNS | 2017年 / 10424卷
关键词
DISCRETE MORSE-THEORY; DIGITAL IMAGES; COMPLEXES; COMPUTATION; CLUSTERS; TOPOLOGY; NUMBER;
D O I
10.1007/978-3-319-64689-3_32
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We present an efficient algorithm to compute Euler characteristic curves of gray scale images of arbitrary dimension. In various applications the Euler characteristic curve is used as a descriptor of an image. Our algorithm is the first streaming algorithm for Euler characteristic curves. The usage of streaming removes the necessity to store the entire image in RAM. Experiments show that our implementation handles terabyte scale images on commodity hardware. Due to lock-free parallelism, it scales well with the number of processor cores. Additionally, we put the concept of the Euler characteristic curve in the wider context of computational topology. In particular, we explain the connection with persistence diagrams.
引用
收藏
页码:397 / 409
页数:13
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