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IR stereo kinect: improving depth images by combining structured light with IR stereo

  • RGB-D sensors such as the Microsoft Kinect or the Asus Xtion are inexpensive 3D sensors. A depth image is computed by calculating the distortion of a known infrared light (IR) pattern which is projected into the scene. While these sensors are great devices they have some limitations. The distance they can measure is limited and they suffer from reflection problems on transparent, shiny, or very matte and absorbing objects. If more than one RGB-D camera is used the IR patterns interfere with each other. This results in a massive loss of depth information. In this paper, we present a simple and powerful method to overcome these problems. We propose a stereo RGB-D camera system which uses the pros of RGB-D cameras and combine them with the pros of stereo camera systems. The idea is to utilize the IR images of each two sensors as a stereo pair to generate a depth map. The IR patterns emitted by IR projectors are exploited here to enhance the dense stereo matching even if the observed objects or surfaces are texture-less or transparent. The resulting disparity map is then fused with the depth map offered by the RGB-D sensor to fill the regions and the holes that appear because of interference, or due to transparent or reflective objects. Our results show that the density of depth information is increased especially for transparent, shiny or matte objects.

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Metadaten
Verfasserangaben:Faraj Alhwarin, Alexander FerreinORCiD, Ingrid Scholl
DOI:https://doi.org/10.1007/978-3-319-13560-1_33
ISBN:978-3-319-13559-5 (Print) ; 978-3-319-13560-1 (E-Book)
Titel des übergeordneten Werkes (Englisch):PRICAI 2014: Trends in artificial intelligence : 13th Pacific Rim International Conference on Artificial Intelligence : Gold Coast, QLD, Australia, December 1-5, 2014 : proceedings. (Lecture notes in computer science ; vol. 8862)
Verlag:Springer
Verlagsort:München
Dokumentart:Teil eines Buches (Kapitel)
Sprache:Englisch
Erscheinungsjahr:2014
Datum der Publikation (Server):28.01.2015
Erste Seite:409
Letzte Seite:421
Link:http://dx.doi.org/10.1007/978-3-319-13560-1_33
Zugriffsart:bezahl
Fachbereiche und Einrichtungen:FH Aachen / Fachbereich Elektrotechnik und Informationstechnik
collections:Verlag / Springer