Non-Sequential Structure from Motion
Författare
Summary, in English
Prior work on multi-view structure from motion is dominated by sequential approaches starting from a single two-view reconstruction, then adding new images one by one. In contrast, we propose a non-sequential methodology based on rotational consistency and robust estimation using convex optimization. The resulting system is more robust with respect to (i) unreliable two-view estimations caused by short baselines, (ii) repetitive scenes with locally consistent structures that are not consistent with the global geometry and (iii) loop closing as errors are not propagated in a sequential manner. Both theoretical justifications and experimental comparisons are given to support these claims.
Avdelning/ar
Publiceringsår
2011
Språk
Engelska
Fulltext
Dokumenttyp
Konferensbidrag
Ämne
- Mathematics
- Computer Vision and Robotics (Autonomous Systems)
Nyckelord
- Structure from motion
- computer vision.
- multiple view geometry
- SLAM
Conference name
11th Workshop on Omnidirectional Vision, Camera Networks and Non-Classical Cameras (OMNIVIS 2011)
Conference date
2011-11-07
Conference place
Hotel Catalonia Plaza, Barcelona, Spain
Status
Published
Forskningsgrupp
- Mathematical Imaging Group