Skip to main content

2017 | Supplement | Buchkapitel

Fast Estimation of Haemoglobin Concentration in Tissue Via Wavelet Decomposition

verfasst von : Geoffrey Jones, Neil T. Clancy, Xiaofei Du, Maria Robu, Simon Arridge, Daniel S. Elson, Danail Stoyanov

Erschienen in: Medical Image Computing and Computer-Assisted Intervention − MICCAI 2017

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Tissue oxygenation and perfusion can be an indicator for organ viability during minimally invasive surgery, for example allowing real-time assessment of tissue perfusion and oxygen saturation. Multispectral imaging is an optical modality that can inspect tissue perfusion in wide field images without contact. In this paper, we present a novel, fast method for using RGB images for MSI, which while limiting the spectral resolution of the modality allows normal laparoscopic systems to be used. We exploit the discrete Haar decomposition to separate individual video frames into low pass and directional coefficients and we utilise a different multispectral estimation technique on each. The increase in speed is achieved by using fast Tikhonov regularisation on the directional coefficients and more accurate Bayesian estimation on the low pass component. The pipeline is implemented using a graphics processing unit (GPU) architecture and achieves a frame rate of approximately 15 Hz. We validate the method on animal models and on human data captured using a da Vinci stereo laparoscope.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Bensky, K.P., Donahue-Spencer, L., Hertz, G.E., Anderson, M.: The dose-related effects of bolus esmolol on heart rate and blood pressure following laryngoscopy and intubation. AANA J. 68(5), 437–443 (2000) Bensky, K.P., Donahue-Spencer, L., Hertz, G.E., Anderson, M.: The dose-related effects of bolus esmolol on heart rate and blood pressure following laryngoscopy and intubation. AANA J. 68(5), 437–443 (2000)
2.
Zurück zum Zitat Bosschaart, N., Edelman, G.J., Aalders, M.C.G., van Leeuwen, T.G., Faber, D.J.: A literature review and novel theoretical approach on the optical properties of whole blood. Lasers Med. Sci. 29(2), 453–479 (2013)CrossRef Bosschaart, N., Edelman, G.J., Aalders, M.C.G., van Leeuwen, T.G., Faber, D.J.: A literature review and novel theoretical approach on the optical properties of whole blood. Lasers Med. Sci. 29(2), 453–479 (2013)CrossRef
3.
Zurück zum Zitat Clancy, N.T., Arya, S., Stoyanov, D., Singh, M., Hanna, G.B., Elson, D.S.: Intraoperative measurement of bowel oxygen saturation using a multispectral imaging laparoscope. Biomed. Opt. Exp. 6(10), 4179 (2015)CrossRef Clancy, N.T., Arya, S., Stoyanov, D., Singh, M., Hanna, G.B., Elson, D.S.: Intraoperative measurement of bowel oxygen saturation using a multispectral imaging laparoscope. Biomed. Opt. Exp. 6(10), 4179 (2015)CrossRef
4.
Zurück zum Zitat Clancy, N.T., Saso, S., Stoyanov, D., Sauvage, V., Corless, D.J., Boyd, M., Noakes, D.E., Thum, M.Y., Ghaem-Maghami, S., Smith, J.R., Elson, D.S.: Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep. J. Biomed. Opt. 21(10), 106006 (2016)CrossRef Clancy, N.T., Saso, S., Stoyanov, D., Sauvage, V., Corless, D.J., Boyd, M., Noakes, D.E., Thum, M.Y., Ghaem-Maghami, S., Smith, J.R., Elson, D.S.: Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep. J. Biomed. Opt. 21(10), 106006 (2016)CrossRef
5.
Zurück zum Zitat Clancy, N.T., Stoyanov, D., James, D.R.C., Marco, A.D., Sauvage, V., Clark, J., Yang, G.Z., Elson, D.S.: Multispectral image alignment using a three channel endoscope in vivo during minimally invasive surgery. Biomed. Opt. Exp. 3(10), 2567–2578 (2012)CrossRef Clancy, N.T., Stoyanov, D., James, D.R.C., Marco, A.D., Sauvage, V., Clark, J., Yang, G.Z., Elson, D.S.: Multispectral image alignment using a three channel endoscope in vivo during minimally invasive surgery. Biomed. Opt. Exp. 3(10), 2567–2578 (2012)CrossRef
8.
Zurück zum Zitat Fang, Q.: Mesh-based monte carlo method using fast ray-tracing in plücker coordinates. Biomed. Opt. Exp. 1(1), 165 (2010)CrossRef Fang, Q.: Mesh-based monte carlo method using fast ray-tracing in plücker coordinates. Biomed. Opt. Exp. 1(1), 165 (2010)CrossRef
9.
Zurück zum Zitat Guazzi, A.R., Villarroel, M., Jorge, J., Daly, J., Frise, M.C., Robbins, P.A., Tarassenko, L.: Non-contact measurement of oxygen saturation with an RGB camera. Biomed. Opt. Exp. 6(9), 3320 (2015). http://doi.org/bm84CrossRef Guazzi, A.R., Villarroel, M., Jorge, J., Daly, J., Frise, M.C., Robbins, P.A., Tarassenko, L.: Non-contact measurement of oxygen saturation with an RGB camera. Biomed. Opt. Exp. 6(9), 3320 (2015). http://​doi.​org/​bm84CrossRef
10.
Zurück zum Zitat Jones, G., Clancy, N., Helo, Y., Arridge, S., Elson, D., Stoyanov, D.: Bayesian estimation of intrinsic tissue oxygenation and perfusion from RGB images. IEEE Trans. Med. Imaging 1 (2017) Jones, G., Clancy, N., Helo, Y., Arridge, S., Elson, D., Stoyanov, D.: Bayesian estimation of intrinsic tissue oxygenation and perfusion from RGB images. IEEE Trans. Med. Imaging 1 (2017)
11.
Zurück zum Zitat Jones, G., Clancy, N.T., Arridge, S., Elson, D.S., Stoyanov, D.: Inference of tissue haemoglobin concentration from stereo RGB. In: Zheng, G., Liao, H., Jannin, P., Cattin, P., Lee, S.-L. (eds.) MIAR 2016. LNCS, vol. 9805, pp. 50–58. Springer, Cham (2016). doi:10.1007/978-3-319-43775-0_5CrossRef Jones, G., Clancy, N.T., Arridge, S., Elson, D.S., Stoyanov, D.: Inference of tissue haemoglobin concentration from stereo RGB. In: Zheng, G., Liao, H., Jannin, P., Cattin, P., Lee, S.-L. (eds.) MIAR 2016. LNCS, vol. 9805, pp. 50–58. Springer, Cham (2016). doi:10.​1007/​978-3-319-43775-0_​5CrossRef
12.
Zurück zum Zitat Nishidate, I., Maeda, T., Niizeki, K., Aizu, Y.: Estimation of melanin and hemoglobin using spectral reflectance images reconstructed from a digital RGB image by the wiener estimation method. Sensors 13(6), 7902–7915 (2013)CrossRef Nishidate, I., Maeda, T., Niizeki, K., Aizu, Y.: Estimation of melanin and hemoglobin using spectral reflectance images reconstructed from a digital RGB image by the wiener estimation method. Sensors 13(6), 7902–7915 (2013)CrossRef
13.
Zurück zum Zitat Robu, M.R., Leclerc-Chalvet, M., Stoyanov, D.: Radiometric calibration for a spectrophotometric analysis pipeline for assessing burns. In: CRAS, September 2015 Robu, M.R., Leclerc-Chalvet, M., Stoyanov, D.: Radiometric calibration for a spectrophotometric analysis pipeline for assessing burns. In: CRAS, September 2015
14.
Zurück zum Zitat Wirkert, S.J., Clancy, N.T., Stoyanov, D., Arya, S., Hanna, G.B., Schlemmer, H.-P., Sauer, P., Elson, D.S., Maier-Hein, L.: Endoscopic sheffield index for unsupervised in vivo spectral band selection. In: Luo, X., Reichl, T., Mirota, D., Soper, T. (eds.) CARE 2014. LNCS, vol. 8899, pp. 110–120. Springer, Cham (2014). doi:10.1007/978-3-319-13410-9_11CrossRef Wirkert, S.J., Clancy, N.T., Stoyanov, D., Arya, S., Hanna, G.B., Schlemmer, H.-P., Sauer, P., Elson, D.S., Maier-Hein, L.: Endoscopic sheffield index for unsupervised in vivo spectral band selection. In: Luo, X., Reichl, T., Mirota, D., Soper, T. (eds.) CARE 2014. LNCS, vol. 8899, pp. 110–120. Springer, Cham (2014). doi:10.​1007/​978-3-319-13410-9_​11CrossRef
Metadaten
Titel
Fast Estimation of Haemoglobin Concentration in Tissue Via Wavelet Decomposition
verfasst von
Geoffrey Jones
Neil T. Clancy
Xiaofei Du
Maria Robu
Simon Arridge
Daniel S. Elson
Danail Stoyanov
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-66185-8_12