DocumentCode
2287580
Title
Building Rome in a day
Author
Agarwal, Sameer ; Snavely, Noah ; Simon, Ian ; Seitz, Steven M. ; Szeliski, Richard
Author_Institution
Univ. of Washington, Seattle, WA, USA
fYear
2009
fDate
Sept. 29 2009-Oct. 2 2009
Firstpage
72
Lastpage
79
Abstract
We present a system that can match and reconstruct 3D scenes from extremely large collections of photographs such as those found by searching for a given city (e.g., Rome) on Internet photo sharing sites. Our system uses a collection of novel parallel distributed matching and reconstruction algorithms, designed to maximize parallelism at each stage in the pipeline and minimize serialization bottlenecks. It is designed to scale gracefully with both the size of the problem and the amount of available computation. We have experimented with a variety of alternative algorithms at each stage of the pipeline and report on which ones work best in a parallel computing environment. Our experimental results demonstrate that it is now possible to reconstruct cities consisting of 150 K images in less than a day on a cluster with 500 compute cores.
Keywords
Internet; image matching; image reconstruction; peer-to-peer computing; 3D scene matching; 3D scene reconstruction; Internet photo sharing sites; parallel computing; parallel distributed matching algorithms; parallel distributed reconstruction algorithms; photographs collections; serialization bottlenecks; Cities and towns; Clustering algorithms; Computer vision; Earth; Image reconstruction; Layout; Lighting; Painting; Parallel processing; Pipelines;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision, 2009 IEEE 12th International Conference on
Conference_Location
Kyoto
ISSN
1550-5499
Print_ISBN
978-1-4244-4420-5
Electronic_ISBN
1550-5499
Type
conf
DOI
10.1109/ICCV.2009.5459148
Filename
5459148
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