Skip to content

Latest commit

 

History

History
90 lines (56 loc) · 2.27 KB

related_work.md

File metadata and controls

90 lines (56 loc) · 2.27 KB

This documents gives a small overview of the various developments on structure-from-motion that we found and/or have experience with

List of SFM Tools

Integrated tools for SFM

https://github.com/dddExperiments/SFMToolkit
http://www.visual-experiments.com/demos/sfmtoolkit/
Theia: http://cs.ucsb.edu/~cmsweeney/theia/sfm.html

Keypoint Detection

Image libraries that contain SIFT/SURF/BRISK

http://opencv.org/about.html
(An example: http://stackoverflow.com/questions/5461148/sift-implementation-with-opencv-2-2)

http://www.vlfeat.org/

Sift

Good explanation of what sift does:

http://www.aishack.in/2010/05/sift-scale-invariant-feature-transform/

Original sift:

http://www.cs.ubc.ca/~lowe/keypoints/

Some alternative implementations of sift:

Surf

http://www.vision.ee.ethz.ch/~surf/

Brisk

https://github.com/rghunter/BRISK

Bundle adjustment

Bundler Tool

http://www.cs.cornell.edu/~snavely/
https://github.com/snavely

http://grail.cs.washington.edu/projects/mcba/

Theia

https://github.com/sweeneychris/TheiaSfM

Theia is an alternative to bundler (and the processing pipeline proceeding bundler). It consists of a library containing all the elements needed to do bundle adjustment (keypoint detection, keypoint matching, etc.) and contains several example applications implementing the entire pipeline. Theia contains several state-of-the-art algorithms, such as a cascade hashing based keypoint matching, and a global SfM approach that considers the entire view graph at the same time instead of incrementally adding more and more images to the reconstruction. Late 2014, Theia was still in active development and not completely stable, but it is likely to become an efficient replacement for bundler.

Clustering

http://www.di.ens.fr/pmvs/
http://www.di.ens.fr/cmvs/

Misc

These libraries are used by some of the steps:

http://www.cs.utexas.edu/users/dml/Software/graclus.html
http://ceres-solver.org/

Relevant Papers

http://foto.hut.fi/seura/julkaisut/pjf/pjf_e/2014/PJF2014_Lehtola_et_al.pdf