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A light transport model for mitigating multipath interference in Time-of-flight sensors

Author(s)
Rhemann, Christoph; Izadi, Shahram; Sing Bing Kang, Ramesh; Naik, Nikhil Deepak; Kadambi, Achuta; Raskar, Ramesh; ... Show more Show less
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Abstract
Continuous-wave Time-of-flight (TOF) range imaging has become a commercially viable technology with many applications in computer vision and graphics. However, the depth images obtained from TOF cameras contain scene dependent errors due to multipath interference (MPI). Specifically, MPI occurs when multiple optical reflections return to a single spatial location on the imaging sensor. Many prior approaches to rectifying MPI rely on sparsity in optical reflections, which is an extreme simplification. In this paper, we correct MPI by combining the standard measurements from a TOF camera with information from direct and global light transport. We report results on both simulated experiments and physical experiments (using the Kinect sensor). Our results, evaluated against ground truth, demonstrate a quantitative improvement in depth accuracy.
Date issued
2015-10
URI
http://hdl.handle.net/1721.1/110641
Department
Massachusetts Institute of Technology. Media Laboratory; Program in Media Arts and Sciences (Massachusetts Institute of Technology)
Journal
2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Citation
Naik, Nikhil et al. “A Light Transport Model for Mitigating Multipath Interference in Time-of-Flight Sensors.” 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 7-12 June, 2015, Boston, Massachusetts, USA, IEEE, 2015.
Version: Author's final manuscript
ISBN
978-1-4673-6964-0

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