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Image processing and analysis of 3-D microscopy data

  • Large Databasets in Materials Science, Part I
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Abstract

While there are many microstructural parameters that can be measured from a planar two-dimensional (2-D) section through a material, there are many measurements that require knowledge of the full three-dimensional (3-D) microstructure, such as true size and shape of individual objects, connectivity and interfacial curvatures. Serial sectioning and reconstruction can reveal the 3-D microstructure but are often considered to be time consuming and labor intensive. However, what is not often realized is that the majority of the time invested in serial sectioning is spent in the image segmentation, wherein individual objects are digitally identified. This article reviews the current state of image segmentation and novel analysis within 3-D materials science. We will also briefly discuss the future possibilities for more efficient segmentation of digital images for a broader range of materials.

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References

  1. D.J. Rowenhorst, A.C. Lewis, and G. Spanos, Acta Mater., 58(16) (2010), pp. 5511–5519.

    Article  CAS  Google Scholar 

  2. M.A. Wall, A.J. Schwartz, and L. Nguyen, Ultramicroscopy, 88 (2001), pp. 73–83.

    Article  CAS  Google Scholar 

  3. D.J. Rowenhorst, J.P. Kuang, K. Thornton, and P.W. Voorhees, Acta Mater., 54(8) (2006), pp. 2027–2039.

    Article  CAS  Google Scholar 

  4. J.C. Russ, The Image Processing Handbook, 5th edition (Boca Raton, FL: CRC Press, 2007).

    Google Scholar 

  5. J.P. Simmons, P. Chuang, M. Comer, J.E. Spowart, M.D. Uchic, and M. de Graef Modelling and Simulation in Materials Science and Engineering, 17(2) (2009), 025002.

    Article  Google Scholar 

  6. A.Y.M. Ontman and G.J. Shiflet, Metall. Mater. Trans. A, 41A (2010), pp. 2236–2247.

    Article  CAS  Google Scholar 

  7. M.A. Tschopp, M.A. Groeber, R. Fahringer, J.P. Simmons, A.H. Rosenberger, and C. Woodward, Scripta Mater., 62(6) (2010), pp. 357–360.

    Article  CAS  Google Scholar 

  8. E.B. Gulsoy, J.P. Simmons, and M. De Graef, Scripta Mater., 60(6) (2009), pp. 381–384.

    Article  CAS  Google Scholar 

  9. J. Macsleyne, M.D. Uchic, J.P. Simmons, and M. de Graef, Acta Mater., 57(20) (2009), pp. 6251–6267.

    Article  CAS  Google Scholar 

  10. N. Zaafarani, D. Raabe, R.N. Singh, F. Roters, and S. Zaefferer, Acta Mater., 54(7) (2006), pp. 1863–1876.

    Article  CAS  Google Scholar 

  11. P.G. Kotula, M.R. Keenan, and J.R. Michael, Microscopy and Microanalysis, 12(1) (2006), pp. 36–48.

    Article  CAS  Google Scholar 

  12. M.A. Groeber, S. Ghosh, M.A. Uchic, and D.M. Dimiduk, Acta Mater., 56(6) (2008), pp. 1257–1273.

    Article  CAS  Google Scholar 

  13. J. von Neumann, Metal Interfaces (Cleveland, OH: American Society for Metals, 1952), pp. 108–110.

    Google Scholar 

  14. W.W. Mullins, J. Applied Physics, 27(8) (1956), pp. 900–904.

    Article  Google Scholar 

  15. Z. Wu and J.M. Sullivan, Jr., Int. J. Numerical Methods in Engineering, 58(2) (2003), pp. 189–207.

    Article  Google Scholar 

  16. R. Mendoza, I. Savin, K. Thornton, and P.W. Voorhees, Nat. Mater., 3(6) (2004), pp. 385–388.

    Article  CAS  Google Scholar 

  17. S. Wang, JOM, 59(10) (2007), pp. 37–42.

    Article  CAS  Google Scholar 

  18. A. Tewari, A.M. Gokhale, and R.M. German, Acta Mater., 47 (1999), pp. 3721–3734.

    Article  CAS  Google Scholar 

  19. H. Jinnai, T. Koga, Y. Nishikawa, T. Hashimoto, and S.T. Hyde, Phys. Rev. Lett., 78(11) (1997), pp. 2248–2251.

    Article  CAS  Google Scholar 

  20. D.M. Saylor, A. Morawiec, and G.S. Rohrer, Acta Mater., 51(13) (2003), pp. 3663–3674.

    Article  CAS  Google Scholar 

  21. D. Kammer and P.W. Voorhees, Acta Mater., 54(6) (2006), pp. 1549–1558.

    Article  CAS  Google Scholar 

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Correspondence to D. J. Rowenhorst.

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Rowenhorst, D.J., Lewis, A.C. Image processing and analysis of 3-D microscopy data. JOM 63, 53–57 (2011). https://doi.org/10.1007/s11837-011-0046-x

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  • DOI: https://doi.org/10.1007/s11837-011-0046-x

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