Title :
Comparative Validation of Single-Shot Optical Techniques for Laparoscopic 3-D Surface Reconstruction
Author :
Maier-Hein, L. ; Groch, A. ; Bartoli, Alberto ; Bodenstedt, S. ; Boissonnat, G. ; Chang, P.-L. ; Clancy, N.T. ; Elson, D.S. ; Haase, S. ; Heim, E. ; Hornegger, Joachim ; Jannin, P. ; Kenngott, H. ; Kilgus, T. ; Muller-Stich, B. ; Oladokun, D. ; Rohl, S. ;
Author_Institution :
Junior Group Comput.-Assisted Interventions, German Cancer Res. Center (DKFZ), Heidelberg, Germany
Abstract :
Intra-operative imaging techniques for obtaining the shape and morphology of soft-tissue surfaces in vivo are a key enabling technology for advanced surgical systems. Different optical techniques for 3-D surface reconstruction in laparoscopy have been proposed, however, so far no quantitative and comparative validation has been performed. Furthermore, robustness of the methods to clinically important factors like smoke or bleeding has not yet been assessed. To address these issues, we have formed a joint international initiative with the aim of validating different state-of-the-art passive and active reconstruction methods in a comparative manner. In this comprehensive in vitro study, we investigated reconstruction accuracy using different organs with various shape and texture and also tested reconstruction robustness with respect to a number of factors like the pose of the endoscope as well as the amount of blood or smoke present in the scene. The study suggests complementary advantages of the different techniques with respect to accuracy, robustness, point density, hardware complexity and computation time. While reconstruction accuracy under ideal conditions was generally high, robustness is a remaining issue to be addressed. Future work should include sensor fusion and in vivo validation studies in a specific clinical context. To trigger further research in surface reconstruction, stereoscopic data of the study will be made publically available at www.open-CAS.com upon publication of the paper.
Keywords :
biological tissues; biomedical optical imaging; blood; endoscopes; image reconstruction; image texture; medical image processing; sensor fusion; stereo image processing; surface morphology; surface reconstruction; surgery; active reconstruction methods; computation time; endoscope; hardware complexity; in vivo soft-tissue surface morphology; intraoperative imaging; laparoscopic 3-D surface reconstruction; passive reconstruction methods; point density; sensor fusion; single-shot optical techniques; specific clinical context; stereoscopic data; surgical systems; texture; Endoscopes; Image reconstruction; Reconstruction algorithms; Robustness; Surface reconstruction; Surgery; Three-dimensional displays; Biomedical imaging; endoscopes; optical imaging; stereo image processing; stereo vision; surgery;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2014.2325607