Title :
Patch based specular reflection removal for range images in hybrid 3-D endoscopy
Author :
Haase, Sven ; Wasza, Jakob ; Safak, Mustafa ; Kilgus, Thomas ; Maier-Hein, Lena ; Feussner, Hubertus ; Hornegger, Joachim
Author_Institution :
Pattern Recognition Lab., Friedrich Alexander Univ. Erlangen-Nurnberg, Erlangen, Germany
fDate :
April 29 2014-May 2 2014
Abstract :
In minimally invasive surgery, hybrid 3-D endoscopy is an evolving field of research that aims to augment conventional video based systems by metric 3-D measurements. One crucial issue with these systems arises from specular reflections that result in overexposed RGB values and invalid range measurements. In this paper, we address this problem by registering video and range information acquired from different view points using a patch based approach. This allows to replace invalid measurements caused by specular reflections in one view with valid data from non-specular regions in the other view. In contrast to previous approaches that employ interpolation techniques our method utilizes actual scene information being advantageous in a medical environment. In our experiments, we show that our method decreases the mean absolute error in common situations on average by more than 30% compared to conventional interpolation. Moreover, for challenging scenarios we outperform interpolation by more than 1 mm and reconstruct important structures that inherently could not be restored by conventional interpolation.
Keywords :
biomedical optical imaging; endoscopes; image reconstruction; image registration; interpolation; light reflection; medical image processing; hybrid 3D endoscopy; image reconstruction; image registration; interpolation techniques; minimally invasive surgery; patch based specular reflection removal; video based systems; Conferences; Convolution; Educational institutions; Endoscopes; Image color analysis; Image restoration; Interpolation; Hybrid 3-D Endoscopy; Reflections;
Conference_Titel :
Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
Conference_Location :
Beijing
DOI :
10.1109/ISBI.2014.6867920