Stable structure from motion for unordered image collections

作者: Carl Olsson , Olof Enqvist

DOI: 10.1007/978-3-642-21227-7_49

关键词: MathematicsDegenerate energy levelsInitializationPairwise comparisonArtificial intelligenceComputer visionBundle adjustmentRobustness (computer science)Structure from motionEpipolar geometry

摘要: We present a non-incremental approach to structure from motion. Our solution is based on robustly computing global rotations relative geometries and feeding these into the known-rotation framework create an initial for bundle adjustment. To increase robustness we new method constructing reliable point tracks pairwise matches. show that our can be seen as maximizing reliability of track if quality weakest link in used evaluate reliability. estimate final geometry alternate between adjustment robust version formulation. The ability compute both camera translations independent initialization makes algorithm insensitive degenerate epipolar geometries. demonstrate performance system number image collections.

参考文章(32)
Théâtre et Musique, Alain de Bussac, Arc de triomphe, Paris Instant durable. ,(1984)
Philip H.S. Torr, Andrew W. Fitzgibbon, Andrew Zisserman, The Problem of Degeneracy in Structure and Motion Recovery from Uncalibrated Image Sequences International Journal of Computer Vision. ,vol. 32, pp. 27- 44 ,(1999) , 10.1023/A:1008140928553
Venu Madhav Govindu, Robustness in motion averaging asian conference on computer vision. pp. 457- 466 ,(2006) , 10.1007/11612704_46
Thorsten Thormählen, Hellward Broszio, Axel Weissenfeld, Keyframe Selection for Camera Motion and Structure Estimation from Multiple Views european conference on computer vision. pp. 523- 535 ,(2004) , 10.1007/978-3-540-24670-1_40
F. Schaffalitzky, A. Zisserman, Multi-view Matching for Unordered Image Sets, or How Do I Organize My Holiday Snaps? european conference on computer vision. pp. 414- 431 ,(2002) , 10.1007/3-540-47969-4_28
Yuchao Dai, Jochen Trumpf, Hongdong Li, Nick Barnes, Richard Hartley, Rotation averaging with application to camera-rig calibration asian conference on computer vision. pp. 335- 346 ,(2009) , 10.1007/978-3-642-12304-7_32
Andrew W. Fitzgibbon, Andrew Zisserman, Automatic Camera Recovery for Closed or Open Image Sequences european conference on computer vision. pp. 311- 326 ,(1998) , 10.1007/BFB0055675
Christian Beder, Richard Steffen, Determining an Initial Image Pair for Fixing the Scale of a 3D Reconstruction from an Image Sequence Lecture Notes in Computer Science. pp. 657- 666 ,(2006) , 10.1007/11861898_66
David Nistér, Reconstruction from Uncalibrated Sequences with a Hierarchy of Trifocal Tensors european conference on computer vision. pp. 649- 663 ,(2000) , 10.1007/3-540-45054-8_42
Herbert Bay, Tinne Tuytelaars, Luc Van Gool, SURF: speeded up robust features european conference on computer vision. ,vol. 1, pp. 404- 417 ,(2006) , 10.1007/11744023_32