Skip to main content

Dual-Energy Algorithms and Postprocessing Techniques

  • Chapter
  • First Online:
Dual Energy CT in Clinical Practice

Part of the book series: Medical Radiology ((Med Radiol Diagn Imaging))

Abstract

Recently, dual energy CT has been routinely used in clinical practice for the applications of bone removal, kidney stone composition differentiation, gout identification, and generating virtual non-contrast images. This is mainly due to the material differentiation capability of dual energy CT in which patients are scanned with two distinguished beam energies. Processing algorithms used to obtain material-specific information were reviewed, including projection-based, image-based and hybrid methods. Pros and cons of each algorithm were compared. Different type of images generated from dual energy data sets (e.g. blended image, material-selective image and energy-selective image) were summarized and appropriate clinical applications were discussed. Finally, dose performance of dual energy CT, in comparison with single energy CT, was analyzed with the consideration of image quality.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 99.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 129.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Hounsfield GN (1973) Computerized transverse axial scanning (tomography): part I. description of system. Br J Radiol 46:1016–1022

    Article  PubMed  CAS  Google Scholar 

  • Macovski A, Alvarez RE, Chan JL, Stonestrom JP, Zatz LM (1976) Energy dependent reconstruction in X-ray computerized tomography. Comput Biol Med 6:325–336

    Article  PubMed  CAS  Google Scholar 

  • Alvarez RE, Macovski AA (1976) Energy-selective reconstructions in X-ray computerised tomography. Phys Med Biol 21:733–744

    Article  PubMed  CAS  Google Scholar 

  • Kalender WA, Perman WH, Vetter JR, Klotz E (1986) Evaluation of a prototype dual-energy computed tomographic apparatus. I. Phantom studies. Med Phys 13:334–339

    Article  PubMed  CAS  Google Scholar 

  • Johnson RJ, Zhu XP, Isherwood I, Morris AI, McVerry BA, Triger DR, Preston FE, Lucas SB (1983) Computed tomography: qualitative and quantitative recognition of liver disease in haemophilia. J Comput Assist Tomogr 7:1000–1006

    Article  PubMed  CAS  Google Scholar 

  • Cann CE, Gamsu G, Birnberg FA, Webb WR (1982) Quantification of calcium in solitary pulmonary nodules using single- and dual-energy CT. Radiology 145:493–496

    PubMed  CAS  Google Scholar 

  • Goldberg HI, Cann CE, Moss AA, Ohto M, Brito A, Federle M (1982) Noninvasive quantitation of liver iron in dogs with hemochromatosis using dual-energy CT scanning. Invest Radiol 17:375–380

    Article  PubMed  CAS  Google Scholar 

  • Adams JE, Chen SZ, Adams PH, Isherwood I (1982) Measurement of trabecular bone mineral by dual energy computed tomography. J Comput Assist Tomogr 6:601–607

    Article  PubMed  CAS  Google Scholar 

  • Chiro GD, Brooks RA, Kessler RM, Johnston GS, Jones AE, Herdt JR, Sheridan WT (1979) Tissue signatures with dual-energy computed tomography. Radiology 131:521–523

    PubMed  CAS  Google Scholar 

  • Wang B, Gao Z, Zou Q, Li L (2003) Quantitative diagnosis of fatty liver with dual-energy CT. An experimental study in rabbits. Acta Radiol 44:92–97

    Article  PubMed  CAS  Google Scholar 

  • Maass C, Baer M, Kachelriess M (2009) Image-based dual energy CT using optimized precorrection functions: a practical new approach of material decomposition in image domain. Med Phys 36:3818–3829

    Article  PubMed  Google Scholar 

  • Yu L, Primak AN, Liu X, McCollough CH (2009) Image quality optimization and evaluation of linearly mixed images in dual-source, dual-energy CT. Med Phys 36:1019–1024

    Article  PubMed  Google Scholar 

  • Eusemann C, Holmes DI, Schmidt B, Flohr T, Robb R, McCollough C, Hough D, Huprich J, Wittmer M, Siddiki H and Fletcher J (2008) Dual energy CT – how to best blend both energies in one fused image. Proc. SPIE, Vol. 6918, 691803 (2008); doi:10.1117/12.773095

    Google Scholar 

  • Holmes DR 3rd, Fletcher JG, Apel A, Huprich JE, Siddiki H, Hough DM, Schmidt B, Flohr TG, Robb R, McCollough C, Wittmer M, Eusemann C (2008) Evaluation of non-linear blending in dual-energy computed tomography. Eur J Radiol 68:409–413

    Article  PubMed  Google Scholar 

  • Langheinrich AC, Michniewicz A, Sedding DG, Lai B, Jorgensen SM, Bohle RM, Ritman EL (2006) Quantitative x-ray imaging of intraplaque hemorrhage in aortas of apoE−/−/LDL−/− double knockout mice by synchrotron-based micro-CT and X-ray fluorescence microscopy. Invest Radiol 41:645–650

    Article  PubMed  Google Scholar 

  • McCollough C, Kantor B, Primak A, Dzyubak O, Krauss B, Schmidt, Flohr T and Ritman E (2006) Fast, dual-energy, multi-slice CT Can discriminate Fe and Ca. Circulation 114(18 suppl) II:724–725

    Google Scholar 

  • Liu X, Yu L, Primak AN, McCollough CH (2009) Quantitative imaging of element composition and mass fraction using dual-energy CT: three-material decomposition. Med Phys 36:1602–1609

    Article  PubMed  Google Scholar 

  • Kachelriess M, Kalender WA (2005) Presampling, algorithm factors, and noise: considerations for CT in particular and for medical imaging in general. Med Phys 32:1321–1334

    Article  PubMed  Google Scholar 

  • Kelcz F, Joseph PM, Hilal SK (1979) Noise considerations in dual energy CT scanning. Med Phys 6:418–425

    Article  PubMed  CAS  Google Scholar 

  • Primak AN, Ramirez Giraldo JC, Liu X, Yu L, McCollough CH (2009) Improved dual-energy material discrimination for dual-source CT by means of additional spectral filtration. Med Phys 36:1359–1369

    Article  PubMed  CAS  Google Scholar 

  • Alvarez RE, Seppi E (1979) A comparison of noise and dose in conventional and energy selective computed tomography. IEEE Trans Nucl Sci 26:2853–2856

    Article  Google Scholar 

  • Lehmann LA, Alvarez RE, Macovski A, Brody WR, Pelc NJ, Riederer SJ, Hall AL (1981) Generalized image combinations in dual KVP digital radiography. Med Phys 8:659–667

    Article  PubMed  CAS  Google Scholar 

  • Johnson TR, Krauss B, Sedlmair M, Grasruck M, Bruder H, Morhard D, Fink C, Weckbach S, Lenhard M, Schmidt B, Flohr T, Reiser MF, Becker CR (2007) Material differentiation by dual energy CT: initial experience. Eur Radiol 17:1510–1517

    Article  PubMed  Google Scholar 

  • Schmidt B, McCollough CH (2007) Dual-energy computed tomography. In: Thomas C. Gerber, Birgit Kantor, Eric E. Williamson (eds) Computed tomography of the cardiovascular system. Informa Healthcare, London, pp 451–462

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Cynthia H. McCollough .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

McCollough, C.H., Schmidt, B., Liu, X., Yu, L., Leng, S. (2011). Dual-Energy Algorithms and Postprocessing Techniques. In: Johnson, T., Fink, C., Schönberg, S., Reiser, M. (eds) Dual Energy CT in Clinical Practice. Medical Radiology(). Springer, Berlin, Heidelberg. https://doi.org/10.1007/174_2010_36

Download citation

  • DOI: https://doi.org/10.1007/174_2010_36

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-01739-1

  • Online ISBN: 978-3-642-01740-7

  • eBook Packages: MedicineMedicine (R0)

Publish with us

Policies and ethics