Segmentation-free image processing and analysis of precipitate shapes in 2D and 3D

作者: Ben Bales , Tresa Pollock , Linda Petzold

DOI: 10.1088/1361-651X/AA67B9

关键词: SegmentationHistogram of oriented gradientsSpatial analysisImage processingCrystallographyPattern recognitionScale-space segmentationQuantitative analysis (finance)Materials scienceProcess (computing)Artificial intelligenceImage (mathematics)

摘要: Segmentation based image analysis techniques are routinely employed for quantitative of complex microstructures containing two or more phases. The primary advantage these approaches is that spatial information on the distribution phases retained, enabling subjective judgements quality segmentation and subsequent process. downside computing micrograph segmentations with data from morphologically gathered error-prone detectors challenging and, if no special care taken, artifacts will make any conclusions uncertain. In this paper we demonstrate, using a phase nickel-base superalloy microstructure as model system, new methodology precipitate shapes segmentation-free approach histogram oriented gradients feature descriptor, classic tool in analysis. benefits three-dimensions demonstrated.

参考文章(30)
Ervin E. Underwood, Quantitative Stereology for Microstructural Analysis Springer, Boston, MA. pp. 35- 66 ,(1973) , 10.1007/978-1-4615-8693-7_3
Catalina Mansilla, Maria Helena Novais, Enne Faber, Diego Martínez-Martínez, J. Th. De Hosson, On the 3D reconstruction of diatom frustules: a novel method, applications, and limitations Journal of Applied Phycology. ,vol. 28, pp. 1097- 1110 ,(2016) , 10.1007/S10811-015-0653-Y
Brian L. DeCost, Elizabeth A. Holm, A computer vision approach for automated analysis and classification of microstructural image data Computational Materials Science. ,vol. 110, pp. 126- 133 ,(2015) , 10.1016/J.COMMATSCI.2015.08.011
Tim P. Gabb, Pete T. Kantzos, Bonny Palsa, Jack Telesman, John Gayda, Chantal K. Sudbrack, Fatigue Failure Modes of the Grain Size Transition Zone in a Dual Microstructure Disk Superalloys. pp. 63- 72 ,(2012) , 10.1002/9781118516430.CH7
Michael Kazhdan, Szymon Rusinkiewicz, Thomas Funkhouser, Rotation invariant spherical harmonic representation of 3D shape descriptors symposium on geometry processing. pp. 156- 164 ,(2003) , 10.5555/882370.882392
Ning Zhou, Chen Shen, Michael Mills, Yunzhi Wang, Large-scale three-dimensional phase field simulation of γ ′-rafting and creep deformation Philosophical Magazine. ,vol. 90, pp. 405- 436 ,(2010) , 10.1080/14786430903081990
B.B. Chaudhuri, Pulak Kundu, Nirupam Sarkar, Detection and gradation of oriented texture Pattern Recognition Letters. ,vol. 14, pp. 147- 153 ,(1993) , 10.1016/0167-8655(93)90088-U
J.S. Van Sluytman, T.M. Pollock, Optimal precipitate shapes in nickel-base γ–γ′ alloys Acta Materialia. ,vol. 60, pp. 1771- 1783 ,(2012) , 10.1016/J.ACTAMAT.2011.12.008
McLean P Echlin, William C Lenthe, Tresa M Pollock, Three-dimensional sampling of material structure for property modeling and design Integrating Materials and Manufacturing Innovation. ,vol. 3, pp. 21- ,(2014) , 10.1186/S40192-014-0021-9
David T. Fullwood, Stephen R. Niezgoda, Surya R. Kalidindi, Microstructure reconstructions from 2-point statistics using phase-recovery algorithms Acta Materialia. ,vol. 56, pp. 942- 948 ,(2008) , 10.1016/J.ACTAMAT.2007.10.044