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已有 3842 次阅读 2010-8-13 04:07 |个人分类:计算机视觉|系统分类:科研笔记

Bundler: Structure from Motion for Unordered Image Collections

What is Bundler?

Bundler is a structure-from-motion system for unordered image collections (for instance, images from the Internet) written in C and C++. An earlier version of this system was used in the
Photo Tourism project.

Bundler takes a set of images, image features, and image matches as input, and produces a 3D reconstruction of camera and (sparse) scene geometry as output. The system reconstructs the scene incrementally, a few images at a time, using a modified version of the Sparse Bundle Adjustment package of Lourakis and Argyros as the underlying optimization engine. Bundler has been successfully run on many Internet photo collections, as well as more structured collections.

The Bundler source distribution also contains potentially userful implementations of several computer vision algorithms, including:

  • F-matrix estimation
  • Calibrated 5-point relative pose
  • Triangulation of multiple rays

To reiterate, Bundler produces sparse point clouds. For denser points, Dr. Yasutaka Furukawa has written a beautiful software package called PMVS2 for running dense multi-view stereo. A typical pipeline is to run Bundler to get camera parameters, use the provided Bundle2PMVS program to convert the results into PMVS2 input, then run PMVS2. You might also be interested in Dr. Furukawa's CMVS view clustering software, which is a helpful preprocess to running PMVS2.

 
 
 
 
 
 
 
 
 



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