Title :
On Computing Greyscale Morphology with Large Exact Spheres in Arbitrary Dimensions via 1-D Distance Transforms
Author :
Beare, R. ; Jackway, Paul
Abstract :
We present a novel constant time algorithm for greyscale (hyper- )spherical flat dilations and erosions. This algorithm is built around our modifications to a recently published fast distance transform for sampled functions. Our method embeds the greyscale image as a binary ``umbra´´ in a higher dimensional space and thresholds the distance transform in this new space. The method is: exactly isotropic, time-independent of the structuring function size, and inherently parallelizable at several levels of granularity. Subsequent different size dilations (or erosions) of the same image may also be performed at insignificant further cost. Our testing on a 3D medical image indicates that the method shows advantages for structuring elements with radius greater-than 15 voxels, when compared to some methods from well-known contemporary packages.
Keywords :
computational complexity; mathematical morphology; medical image processing; transforms; 1D distance transforms; 3D medical image; arbitrary dimension; binary umbra; constant time algorithm; fast distance transform; greyscale hyperspherical flat dilation; greyscale hyperspherical flat erosion; greyscale morphology; higher-dimensional space; isotropic method; large exact spheres; sampled functions; structuring function size; time-independent method; Euclidean distance; Histograms; Instruction sets; Morphology; Parallel processing; Pediatrics; Transforms;
Conference_Titel :
Digital Image Computing Techniques and Applications (DICTA), 2012 International Conference on
Conference_Location :
Fremantle, WA
Print_ISBN :
978-1-4673-2180-8
Electronic_ISBN :
978-1-4673-2179-2
DOI :
10.1109/DICTA.2012.6411708