Skip to main content
Erschienen in: International Journal of Computer Assisted Radiology and Surgery 6/2016

01.06.2016 | Original Article

Calibration of RGBD camera and cone-beam CT for 3D intra-operative mixed reality visualization

verfasst von: Sing Chun Lee, Bernhard Fuerst, Javad Fotouhi, Marius Fischer, Greg Osgood, Nassir Navab

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 6/2016

Einloggen

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

search-config
loading …

Abstract

Purpose

This work proposes a novel algorithm to register cone-beam computed tomography (CBCT) volumes and 3D optical (RGBD) camera views. The co-registered real-time RGBD camera and CBCT imaging enable a novel augmented reality solution for orthopedic surgeries, which allows arbitrary views using digitally reconstructed radiographs overlaid on the reconstructed patient’s surface without the need to move the C-arm.

Methods

An RGBD camera is rigidly mounted on the C-arm near the detector. We introduce a calibration method based on the simultaneous reconstruction of the surface and the CBCT scan of an object. The transformation between the two coordinate spaces is recovered using Fast Point Feature Histogram descriptors and the Iterative Closest Point algorithm.

Results

Several experiments are performed to assess the repeatability and the accuracy of this method. Target registration error is measured on multiple visual and radio-opaque landmarks to evaluate the accuracy of the registration. Mixed reality visualizations from arbitrary angles are also presented for simulated orthopedic surgeries.

Conclusion

To the best of our knowledge, this is the first calibration method which uses only tomographic and RGBD reconstructions. This means that the method does not impose a particular shape of the phantom. We demonstrate a marker-less calibration of CBCT volumes and 3D depth cameras, achieving reasonable registration accuracy. This design requires a one-time factory calibration, is self-contained, and could be integrated into existing mobile C-arms to provide real-time augmented reality views from arbitrary angles.

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 "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!

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!

Fußnoten
Literatur
1.
Zurück zum Zitat Dickerson MT, Scot Drysdale RL, McElfresh SA, Welzl E (1994) Fast greedy triangulation algorithms. In: Proceedings of the tenth annual symposium on computational geometry, SCG ’94. pp 211–220. ACM, New York, NY, USA Dickerson MT, Scot Drysdale RL, McElfresh SA, Welzl E (1994) Fast greedy triangulation algorithms. In: Proceedings of the tenth annual symposium on computational geometry, SCG ’94. pp 211–220. ACM, New York, NY, USA
2.
Zurück zum Zitat Diotte B, Fallavollita P, Wang L, Weidert S, Thaller PH, Euler E, Navab N (2012) Radiation-free drill guidance in interlocking of intramedullary nails. In: Ayache N, Delingette H, Golland P, Mori K (eds) Medical image computing and computer-assisted intervention—MICCAI. Springer, Berlin, Heidelberg, pp 18–25 Diotte B, Fallavollita P, Wang L, Weidert S, Thaller PH, Euler E, Navab N (2012) Radiation-free drill guidance in interlocking of intramedullary nails. In: Ayache N, Delingette H, Golland P, Mori K (eds) Medical image computing and computer-assisted intervention—MICCAI. Springer, Berlin, Heidelberg, pp 18–25
3.
Zurück zum Zitat Foix S, Alenya G, Torras C (2011) Lock-in time-of-flight (ToF) cameras: a survey. Sens J IEEE 11(9):1917–1926CrossRef Foix S, Alenya G, Torras C (2011) Lock-in time-of-flight (ToF) cameras: a survey. Sens J IEEE 11(9):1917–1926CrossRef
4.
Zurück zum Zitat Fuerst B, Fotouhi J, Navab N (2015) Vision-based intraoperative cone-beam ct stitching for non-overlapping volumes. In: Navab N, Hornegger J, Wells WM, Frangi AF (eds) Medical image computing and computer-assisted intervention—MICCAI 2015. Springer, Cham, pp 387–395 Fuerst B, Fotouhi J, Navab N (2015) Vision-based intraoperative cone-beam ct stitching for non-overlapping volumes. In: Navab N, Hornegger J, Wells WM, Frangi AF (eds) Medical image computing and computer-assisted intervention—MICCAI 2015. Springer, Cham, pp 387–395
5.
Zurück zum Zitat Habert S, Gardiazabal J, Fallavollita P, Navab N (2015) RGBDX: first design and experimental validation of a mirror-based RGBD Xray imaging system. In: International symposium on mixed and augmented reality (ISMAR). Fukuoka Habert S, Gardiazabal J, Fallavollita P, Navab N (2015) RGBDX: first design and experimental validation of a mirror-based RGBD Xray imaging system. In: International symposium on mixed and augmented reality (ISMAR). Fukuoka
6.
Zurück zum Zitat Habert S, Meng M, Kehl W, Wang X, Tombari F, Fallavollita P, Navab N (2015) Augmenting mobile c-arm fluoroscopes via stereo-RGBD sensors for multimodal visualization. In: International symposium on mixed and augmented reality (ISMAR). Fukuoka Habert S, Meng M, Kehl W, Wang X, Tombari F, Fallavollita P, Navab N (2015) Augmenting mobile c-arm fluoroscopes via stereo-RGBD sensors for multimodal visualization. In: International symposium on mixed and augmented reality (ISMAR). Fukuoka
7.
Zurück zum Zitat Kim CW, Lee YP, Taylor W, Oygar A, Kim WK (2008) Use of navigation-assisted fluoroscopy to decrease radiation exposure during minimally invasive spine surgery. Spine J 8(4):584–590CrossRefPubMed Kim CW, Lee YP, Taylor W, Oygar A, Kim WK (2008) Use of navigation-assisted fluoroscopy to decrease radiation exposure during minimally invasive spine surgery. Spine J 8(4):584–590CrossRefPubMed
8.
Zurück zum Zitat Matthews F, Hoigne DJ, Weiser M, Wanner GA, Regazzoni P, Suhm N, Messmer P (2007) Navigating the fluoroscope’s c-arm back into position: an accurate and practicable solution to cut radiation and optimize intraoperative workflow. J Orthop Trauma 21(10):687–692CrossRefPubMed Matthews F, Hoigne DJ, Weiser M, Wanner GA, Regazzoni P, Suhm N, Messmer P (2007) Navigating the fluoroscope’s c-arm back into position: an accurate and practicable solution to cut radiation and optimize intraoperative workflow. J Orthop Trauma 21(10):687–692CrossRefPubMed
9.
Zurück zum Zitat Merloz P, Troccaz J, Vouaillat H, Vasile C, Tonetti J, Eid A, Plaweski S (2007) Fluoroscopy-based navigation system in spine surgery. Proc Inst Mech Eng Part H J Eng Med 221(7):813–820CrossRef Merloz P, Troccaz J, Vouaillat H, Vasile C, Tonetti J, Eid A, Plaweski S (2007) Fluoroscopy-based navigation system in spine surgery. Proc Inst Mech Eng Part H J Eng Med 221(7):813–820CrossRef
10.
Zurück zum Zitat Navab N, Blum T, Wang L, Okur A, Wendler T (2012) First deployments of augmented reality in operating rooms. Computer 7:48–55CrossRef Navab N, Blum T, Wang L, Okur A, Wendler T (2012) First deployments of augmented reality in operating rooms. Computer 7:48–55CrossRef
11.
Zurück zum Zitat Navab N, Heining SM, Traub J (2010) Camera augmented mobile c-arm (camc): calibration, accuracy study, and clinical applications. Med Imaging IEEE Trans 29(7):1412–1423CrossRef Navab N, Heining SM, Traub J (2010) Camera augmented mobile c-arm (camc): calibration, accuracy study, and clinical applications. Med Imaging IEEE Trans 29(7):1412–1423CrossRef
12.
Zurück zum Zitat Newcombe RA, Izadi S, Hilliges O, Molyneaux D, Kim D, Davison AJ, Kohi P, Shotton J, Hodges S, Fitzgibbon A (2011) Kinectfusion: Real-time dense surface mapping and tracking. In: International symposium on mixed and augmented reality (ISMAR), pp 127–136 Newcombe RA, Izadi S, Hilliges O, Molyneaux D, Kim D, Davison AJ, Kohi P, Shotton J, Hodges S, Fitzgibbon A (2011) Kinectfusion: Real-time dense surface mapping and tracking. In: International symposium on mixed and augmented reality (ISMAR), pp 127–136
13.
Zurück zum Zitat Nicolau S, Lee P, Wu H, Huang M, Lukang R, Soler L, Marescaux J (2011) Fusion of c-arm x-ray image on video view to reduce radiation exposure and improve orthopedic surgery planning: first in-vivo evaluation. In: 15th Annual conference of the international society for computer aided surgery. Computer Assisted Radiology and Surgery Nicolau S, Lee P, Wu H, Huang M, Lukang R, Soler L, Marescaux J (2011) Fusion of c-arm x-ray image on video view to reduce radiation exposure and improve orthopedic surgery planning: first in-vivo evaluation. In: 15th Annual conference of the international society for computer aided surgery. Computer Assisted Radiology and Surgery
14.
Zurück zum Zitat Pfaff JA, Moore GP (2007) Reducing risk in emergency department wound management. Emerg Med Clin N Am 25(1):189–201CrossRef Pfaff JA, Moore GP (2007) Reducing risk in emergency department wound management. Emerg Med Clin N Am 25(1):189–201CrossRef
15.
Zurück zum Zitat Reaungamornrat S, Otake Y, Uneri A, Schafer S, Mirota D, Nithiananthan S, Stayman JW, Kleinszig G, Khanna AJ, Taylor RH, Siewerdsen JH (2012) An on-board surgical tracking and video augmentation system for c-arm image guidance. Int J Comput Assist Radiol Surg 7(5):647–665CrossRefPubMed Reaungamornrat S, Otake Y, Uneri A, Schafer S, Mirota D, Nithiananthan S, Stayman JW, Kleinszig G, Khanna AJ, Taylor RH, Siewerdsen JH (2012) An on-board surgical tracking and video augmentation system for c-arm image guidance. Int J Comput Assist Radiol Surg 7(5):647–665CrossRefPubMed
16.
Zurück zum Zitat Rusu R, Blodow N, Beetz M (2009) Fast point feature histograms (FPFH) for 3D registration. In: Robotics and automation (ICRA), IEEE international conference on, pp 3212–3217 Rusu R, Blodow N, Beetz M (2009) Fast point feature histograms (FPFH) for 3D registration. In: Robotics and automation (ICRA), IEEE international conference on, pp 3212–3217
17.
Zurück zum Zitat Rusu RB, Cousins S (2011) 3d is here: Point cloud library (pcl). In: Robotics and automation (ICRA), IEEE international conference on, pp 1–4. IEEE Rusu RB, Cousins S (2011) 3d is here: Point cloud library (pcl). In: Robotics and automation (ICRA), IEEE international conference on, pp 1–4. IEEE
18.
Zurück zum Zitat Torr P, Zisserman A (2000) Mlesac: a new robust estimator with application to estimating image geometry. Comput Vision Image Underst 78(1):138–156CrossRef Torr P, Zisserman A (2000) Mlesac: a new robust estimator with application to estimating image geometry. Comput Vision Image Underst 78(1):138–156CrossRef
19.
Zurück zum Zitat van de Kraats EB, van Walsum T, Kendrick L, Noordhoek NJ, Niessen WJ (2006) Accuracy evaluation of direct navigation with an isocentric 3d rotational X-ray system. Med Image Anal 10(2):113–124CrossRefPubMed van de Kraats EB, van Walsum T, Kendrick L, Noordhoek NJ, Niessen WJ (2006) Accuracy evaluation of direct navigation with an isocentric 3d rotational X-ray system. Med Image Anal 10(2):113–124CrossRefPubMed
20.
Zurück zum Zitat Wang X, Habert S, Meng M, Wang X, Huang CH, Fallavollita P, Navab N (2015) Rgb-d/c-arm calibration and application in medical augmented reality. In: International symposium on mixed and augmented reality (ISMAR). Fukuoka, Japan Wang X, Habert S, Meng M, Wang X, Huang CH, Fallavollita P, Navab N (2015) Rgb-d/c-arm calibration and application in medical augmented reality. In: International symposium on mixed and augmented reality (ISMAR). Fukuoka, Japan
21.
Zurück zum Zitat Zhang Z (2000) A flexible new technique for camera calibration. IEEE Trans Pattern Anal Mach Intell 22(11):1330–1334CrossRef Zhang Z (2000) A flexible new technique for camera calibration. IEEE Trans Pattern Anal Mach Intell 22(11):1330–1334CrossRef
Metadaten
Titel
Calibration of RGBD camera and cone-beam CT for 3D intra-operative mixed reality visualization
verfasst von
Sing Chun Lee
Bernhard Fuerst
Javad Fotouhi
Marius Fischer
Greg Osgood
Nassir Navab
Publikationsdatum
01.06.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 6/2016
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-016-1396-1

Weitere Artikel der Ausgabe 6/2016

International Journal of Computer Assisted Radiology and Surgery 6/2016 Zur Ausgabe

Premium Partner