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
fDate :
Sept. 29 2009-Oct. 2 2009
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;
Conference_Titel :
Computer Vision, 2009 IEEE 12th International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4244-4420-5
Electronic_ISBN :
1550-5499
DOI :
10.1109/ICCV.2009.5459148