Title :
Shading constraint improves accuracy of time-of-flight measurements
Author :
Bohme, Martin ; Haker, Martin ; Martinetz, Thomas ; Barth, Erhardt
Author_Institution :
Inst. for Neuro- & Bioinf., Univ. of Lubeck, Lubeck
Abstract :
We describe a technique for improving the accuracy of range maps measured by time-of-flight (TOF) cameras. The technique is based on the observation that the range map and intensity image measured by a TOF camera are not independent but are linked by the shading constraint: If the reflectance properties of the surface are known, a certain range map implies a corresponding intensity image. We impose the shading constraint using a probabilistic model of image formation and find a maximum a posteriori estimate for the true range map. We present results on both synthetic and real TOF camera images that demonstrate the robust shape estimates achieved by the algorithm.
Keywords :
image processing; image sensors; maximum likelihood estimation; image formation; image registration; intensity image; maximum a posteriori estimation; probabilistic model; shading constraint; time-of-flight cameras; time-of-flight measurements; Bioinformatics; Cameras; Constraint theory; Image reconstruction; Image sensors; Maximum a posteriori estimation; Reflectivity; Robustness; Shape measurement; Surface reconstruction;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-2339-2
Electronic_ISBN :
2160-7508
DOI :
10.1109/CVPRW.2008.4563157