Skip to main content
Erschienen in: International Journal of Computer Assisted Radiology and Surgery 7/2016

01.07.2016 | Original Article

Time-of-flight-assisted Kinect camera-based people detection for intuitive human robot cooperation in the surgical operating room

verfasst von: Tim Beyl, Philip Nicolai, Mirko D. Comparetti, Jörg Raczkowsky, Elena De Momi, Heinz Wörn

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 7/2016

Einloggen

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

search-config
loading …

Abstract

Background

Scene supervision is a major tool to make medical robots safer and more intuitive. The paper shows an approach to efficiently use 3D cameras within the surgical operating room to enable for safe human robot interaction and action perception. Additionally the presented approach aims to make 3D camera-based scene supervision more reliable and accurate.

Methods

A camera system composed of multiple Kinect and time-of-flight cameras has been designed, implemented and calibrated. Calibration and object detection as well as people tracking methods have been designed and evaluated.

Results

The camera system shows a good registration accuracy of 0.05 m. The tracking of humans is reliable and accurate and has been evaluated in an experimental setup using operating clothing. The robot detection shows an error of around 0.04 m.

Conclusions

The robustness and accuracy of the approach allow for an integration into modern operating room. The data output can be used directly for situation and workflow detection as well as collision avoidance.

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!

Literatur
2.
Zurück zum Zitat Beyl T, Nicolai P, Raczkowsky J, Worn H, Comparetti M, De Momi E (2013) Multi kinect people detection for intuitive and safe human robot cooperation in the operating room. In: 2013 16th international conference on advanced robotics (ICAR), pp 1–6. doi:10.1109/ICAR.2013.6766594 Beyl T, Nicolai P, Raczkowsky J, Worn H, Comparetti M, De Momi E (2013) Multi kinect people detection for intuitive and safe human robot cooperation in the operating room. In: 2013 16th international conference on advanced robotics (ICAR), pp 1–6. doi:10.​1109/​ICAR.​2013.​6766594
3.
Zurück zum Zitat Bischoff R, Kurth J, Schreiber G, Koeppe R, Albu-Schaeffer A, Beyer A, Eiberger O, Haddadin S, Stemmer A, Grunwald G, Hirzinger G (2010) The KUKA-DLR lightweight robot arm—a new reference platform for robotics research and manufacturing. In: 2010 41st international symposium on robotics (ISR) and 2010 6th German conference on robotics (ROBOTIK), pp 1–8 Bischoff R, Kurth J, Schreiber G, Koeppe R, Albu-Schaeffer A, Beyer A, Eiberger O, Haddadin S, Stemmer A, Grunwald G, Hirzinger G (2010) The KUKA-DLR lightweight robot arm—a new reference platform for robotics research and manufacturing. In: 2010 41st international symposium on robotics (ISR) and 2010 6th German conference on robotics (ROBOTIK), pp 1–8
4.
Zurück zum Zitat Cadeddu JA, Bzostek A, Schreiner S, Barnes AC, Roberts WW, Anderson JH, Taylor RH, Kavoussi LR (1997) A robotic system for percutaneous renal access. J Urol 158(4):1589–1593CrossRefPubMed Cadeddu JA, Bzostek A, Schreiner S, Barnes AC, Roberts WW, Anderson JH, Taylor RH, Kavoussi LR (1997) A robotic system for percutaneous renal access. J Urol 158(4):1589–1593CrossRefPubMed
5.
Zurück zum Zitat Castaneda V, Mateeus D, Navab N (2013) Stereo time-of-flight with constructive interference. In: 2013 IEEE transactions on pattern analysis and machine intelligence, p 1 Castaneda V, Mateeus D, Navab N (2013) Stereo time-of-flight with constructive interference. In: 2013 IEEE transactions on pattern analysis and machine intelligence, p 1
6.
Zurück zum Zitat Culjak I, Abram D, Pribanic T, Dzapo H, Cifrek M (2012) A brief introduction to opencv. In: 2012 proceedings of the 35th international convention MIPRO, pp 1725–1730 Culjak I, Abram D, Pribanic T, Dzapo H, Cifrek M (2012) A brief introduction to opencv. In: 2012 proceedings of the 35th international convention MIPRO, pp 1725–1730
7.
Zurück zum Zitat Daniele Comparetti M, Beretta E, Kunze M, De Momi E, Raczkowsky J, Ferrigno G (2014) Event-based device-behavior switching in surgical human–robot interaction. In: 2014 IEEE international conference on robotics and automation (ICRA), pp 1877–1882. doi:10.1109/ICRA.2014.6907106 Daniele Comparetti M, Beretta E, Kunze M, De Momi E, Raczkowsky J, Ferrigno G (2014) Event-based device-behavior switching in surgical human–robot interaction. In: 2014 IEEE international conference on robotics and automation (ICRA), pp 1877–1882. doi:10.​1109/​ICRA.​2014.​6907106
8.
Zurück zum Zitat Faion F, Friedberger S, Zea A, Hanebeck U (2012) Intelligent sensor-scheduling for multi-kinect-tracking. In: 2012 IEEE/RSJ international conference on intelligent robots and systems (IROS), pp 3993–3999. doi:10.1109/IROS.2012.6386007 Faion F, Friedberger S, Zea A, Hanebeck U (2012) Intelligent sensor-scheduling for multi-kinect-tracking. In: 2012 IEEE/RSJ international conference on intelligent robots and systems (IROS), pp 3993–3999. doi:10.​1109/​IROS.​2012.​6386007
9.
Zurück zum Zitat Fischler MA, Bolles RC (1981) Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. Commun ACM 24(6):381–395. doi:10.1145/358669.358692 CrossRef Fischler MA, Bolles RC (1981) Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. Commun ACM 24(6):381–395. doi:10.​1145/​358669.​358692 CrossRef
10.
Zurück zum Zitat Garland M, Le Grand S, Nickolls J, Anderson J, Hardwick J, Morton S, Phillips E, Zhang Y, Volkov V (2008) Parallel computing experiences with CUDA. IEEE Micro 28(4):13–27. doi:10.1109/MM.2008.57 CrossRef Garland M, Le Grand S, Nickolls J, Anderson J, Hardwick J, Morton S, Phillips E, Zhang Y, Volkov V (2008) Parallel computing experiences with CUDA. IEEE Micro 28(4):13–27. doi:10.​1109/​MM.​2008.​57 CrossRef
11.
Zurück zum Zitat Guthart G, Salisbury JJ (2000) The intuitivetm telesurgery system: overview and application. In: Robotics and automation. Proceedings. ICRA ’00. IEEE international conference on, vol 1, pp 618–621. doi:10.1109/ROBOT.2000.844121 Guthart G, Salisbury JJ (2000) The intuitivetm telesurgery system: overview and application. In: Robotics and automation. Proceedings. ICRA ’00. IEEE international conference on, vol 1, pp 618–621. doi:10.​1109/​ROBOT.​2000.​844121
13.
Zurück zum Zitat Horn BKP (1987) Closed-form solution of absolute orientation using unit quaternions. Opt Soc 4(4):629–642CrossRef Horn BKP (1987) Closed-form solution of absolute orientation using unit quaternions. Opt Soc 4(4):629–642CrossRef
14.
Zurück zum Zitat Karan B (2015) Calibration of Kinect-type RGB-D sensors for robotic applications. FME Trans 47:47–54CrossRef Karan B (2015) Calibration of Kinect-type RGB-D sensors for robotic applications. FME Trans 47:47–54CrossRef
15.
Zurück zum Zitat Konietschke R, Hagn U, Nickl M, Jorg S, Tobergte A, Passig G, Seibold U, Le-Tien L, Kubler B, Groger M, Frohlich F, Rink C, Albu-Schaffer A, Grebenstein M, Ortmaier T, Hirzinger G (2009) The DLR Mirosurge—a robotic system for surgery. In: Robotics and automation. ICRA ’09. IEEE international conference on, pp 1589–1590. doi:10.1109/ROBOT.2009.5152361 Konietschke R, Hagn U, Nickl M, Jorg S, Tobergte A, Passig G, Seibold U, Le-Tien L, Kubler B, Groger M, Frohlich F, Rink C, Albu-Schaffer A, Grebenstein M, Ortmaier T, Hirzinger G (2009) The DLR Mirosurge—a robotic system for surgery. In: Robotics and automation. ICRA ’09. IEEE international conference on, pp 1589–1590. doi:10.​1109/​ROBOT.​2009.​5152361
16.
Zurück zum Zitat Lou Y, Wu W, Zhang H, Zhang H, Chen Y (2012) A multi-user interaction system based on kinect and wii remote. In: 2012 IEEE international conference on Multimedia and Expo workshops (ICMEW), pp 667–667. doi:10.1109/ICMEW.2012.123 Lou Y, Wu W, Zhang H, Zhang H, Chen Y (2012) A multi-user interaction system based on kinect and wii remote. In: 2012 IEEE international conference on Multimedia and Expo workshops (ICMEW), pp 667–667. doi:10.​1109/​ICMEW.​2012.​123
17.
Zurück zum Zitat Nakazawa M, Mitsugami I, Makihara Y, Nakajima H, Habe H, Yamazoe H, Yagi Y (2012) Dynamic scene reconstruction using asynchronous multiple kinects. In: 2012 21st international conference on pattern recognition (ICPR), pp 469–472 Nakazawa M, Mitsugami I, Makihara Y, Nakajima H, Habe H, Yamazoe H, Yagi Y (2012) Dynamic scene reconstruction using asynchronous multiple kinects. In: 2012 21st international conference on pattern recognition (ICPR), pp 469–472
18.
Zurück zum Zitat Nicolai P, Beyl T, Monnich H, Raczkowsky J, Worn H (2011) Op:sense—an integrated rapid development environment in the context of robot assisted surgery and operation room sensing. In: 2011 IEEE international conference on robotics and biomimetics (ROBIO), pp 2421–2422. doi:10.1109/ROBIO.2011.6181667 Nicolai P, Beyl T, Monnich H, Raczkowsky J, Worn H (2011) Op:sense—an integrated rapid development environment in the context of robot assisted surgery and operation room sensing. In: 2011 IEEE international conference on robotics and biomimetics (ROBIO), pp 2421–2422. doi:10.​1109/​ROBIO.​2011.​6181667
19.
Zurück zum Zitat Nicolai P, Raczkowsky J, Wrn H (2014) A novel 3D camera based supervision system for safe human–robot interaction in the operating room. J. Autom. Control Eng. 3(5):410–417 Nicolai P, Raczkowsky J, Wrn H (2014) A novel 3D camera based supervision system for safe human–robot interaction in the operating room. J. Autom. Control Eng. 3(5):410–417
21.
Zurück zum Zitat Nicolai P, Brennecke T, Kunze M, Schreiter L, Beyl T, Zhang Y, Mintenbeck J, Raczkowsky J, Wörn H (2013) The OP: Sense surgical robotics platform: first feasibility studies and current research. Int J Comput Assist Radiol Surg 8:136–137 Nicolai P, Brennecke T, Kunze M, Schreiter L, Beyl T, Zhang Y, Mintenbeck J, Raczkowsky J, Wörn H (2013) The OP: Sense surgical robotics platform: first feasibility studies and current research. Int J Comput Assist Radiol Surg 8:136–137
24.
Zurück zum Zitat Quigley M, Conley K, Gerkey B, Faust J, Foote T, Leibs J, Wheeler R, Ng AY (2009) Ros: an open-source robot operating system. In: ICRA workshop on open source software, vol 3 Quigley M, Conley K, Gerkey B, Faust J, Foote T, Leibs J, Wheeler R, Ng AY (2009) Ros: an open-source robot operating system. In: ICRA workshop on open source software, vol 3
25.
Zurück zum Zitat Rusu RB, Cousins S (2011) 3D is here: Point Cloud Library (PCL). In: Proceedings of the IEEE international conference on robotics and automation (ICRA), Shanghai, China Rusu RB, Cousins S (2011) 3D is here: Point Cloud Library (PCL). In: Proceedings of the IEEE international conference on robotics and automation (ICRA), Shanghai, China
26.
Zurück zum Zitat Shotton J, Fitzgibbon A, Cook M, Sharp T, Finocchio M, Moore R, Kipman A, Blake A (2011) Real-time human pose recognition in parts from single depth images. In: 2011 IEEE conference on computer vision and pattern recognition (CVPR), pp 1297–1304. doi:10.1109/CVPR.2011.5995316 Shotton J, Fitzgibbon A, Cook M, Sharp T, Finocchio M, Moore R, Kipman A, Blake A (2011) Real-time human pose recognition in parts from single depth images. In: 2011 IEEE conference on computer vision and pattern recognition (CVPR), pp 1297–1304. doi:10.​1109/​CVPR.​2011.​5995316
27.
Zurück zum Zitat Beyl Tim, Nicolai Philip, Raczkowsky Jörg, Wörn Heinz (2012) Ein Kinect basiertes Überwachungssystem für Workflowerkennung und Gestensteuerung im Operationssaal. In: Tagungsband der 11. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie e.V. (CURAC) Beyl Tim, Nicolai Philip, Raczkowsky Jörg, Wörn Heinz (2012) Ein Kinect basiertes Überwachungssystem für Workflowerkennung und Gestensteuerung im Operationssaal. In: Tagungsband der 11. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie e.V. (CURAC)
28.
Zurück zum Zitat Wilson AD, Benko H (2010) Combining multiple depth cameras and projectors for interactions on, above and between surfaces. In: Proceedings of the 23rd annual ACM symposium on user interface software and technology, UIST ’10. ACM, New York, NY, USA, pp 273–282. doi:10.1145/1866029.1866073 Wilson AD, Benko H (2010) Combining multiple depth cameras and projectors for interactions on, above and between surfaces. In: Proceedings of the 23rd annual ACM symposium on user interface software and technology, UIST ’10. ACM, New York, NY, USA, pp 273–282. doi:10.​1145/​1866029.​1866073
29.
Zurück zum Zitat Zhang L, Sturm J, Cremers D, Lee D (2012) Real-time human motion tracking using multiple depth cameras. In: 2012 IEEE/RSJ international conference on intelligent robots and systems (IROS), pp 2389–2395. doi:10.1109/IROS.2012.6385968 Zhang L, Sturm J, Cremers D, Lee D (2012) Real-time human motion tracking using multiple depth cameras. In: 2012 IEEE/RSJ international conference on intelligent robots and systems (IROS), pp 2389–2395. doi:10.​1109/​IROS.​2012.​6385968
Metadaten
Titel
Time-of-flight-assisted Kinect camera-based people detection for intuitive human robot cooperation in the surgical operating room
verfasst von
Tim Beyl
Philip Nicolai
Mirko D. Comparetti
Jörg Raczkowsky
Elena De Momi
Heinz Wörn
Publikationsdatum
01.07.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 7/2016
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-015-1318-7

Weitere Artikel der Ausgabe 7/2016

International Journal of Computer Assisted Radiology and Surgery 7/2016 Zur Ausgabe