Light field scale-depth space transform for dense depth estimation

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops

Volumn , Issue , 2014, Pages 441-448

  Tosic, Ivana ^a   Berkner, Kathrin ^a  

^a Ricoh Innovations Inc   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; DATA HANDLING; TEXTURES;

DENSE DEPTH ESTIMATION; DENSE DEPTH MAP; IMAGING APPLICATIONS; LIGHT FIELD ACQUISITIONS; PLENOPTIC CAMERAS; SCALE CHARACTERIZATION; STATE OF THE ART; TEXTURED REGIONS;

CAMERAS;

EID: 84908537904     PISSN: 21607508     EISSN: 21607516     Source Type: Conference Proceeding    
DOI: 10.1109/CVPRW.2014.71     Document Type: Conference Paper

References (24)

1. R. Horstmeyer, G. Euliss, R. Athale, and M. Levoy, "Flexible multimodal camera using a light field architecture, " in IEEE International Conference on Computational Photography, 2009. 1
2. R. Ng, M. Levoy, M. Bŕedif, and G. Duval, "Light field photography with a hand-held plenoptic camera, " Technical Report CSTR, 2005. 1, 2
3. C. Perwass and L. Wietzke, "Single lens 3d-camera with extended depth-of-field, " in Proceedings of SPIE Electronic Imaging, 2012. 1, 2
4. M. Levoy and P. Hanrahan, "Light field rendering, " in Proceedings of the 23rd annual conference on Computer graphics and interactive techniques, 1996, pp. 31-42. 1
5. E. H. Adelson and J. R. Bergen, "The plenoptic function and the elements of early vision, " Computational models of visual processing, vol. 1, no. 2, pp. 3-20, 1991. 1
6. V. Kolmogorov and R. Zabih, "Multi-camera scene reconstruction via graph cuts, " in Proceedings of the European Conference on Computer Vision, 2002. 1, 2, 3
7. S. Wanner and B. Goldluecke, "Globally consistent depth labeling of 4d light fields, " in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2012. 1, 3
8. R. C. Bolles, H. H. Baker, and D. H. Marimont, "Epipolar-plane image analysis: An approach to determining structure from motion, " International Journal of Computer Vision, vol. 1, no. 1, pp. 7-55, 1987. 2, 3
9. S. Wanner and B. Goldluecke, "Variational Light Field Analysis for Disparity Estimation and Super-Resolution, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 36, no. 3, pp. 606-619, 2014. 2, 3, 6, 7
10. I. To?síc and K. Berkner, "3d keypoint detection by light field scale-depth space analysis, " Submitted to the IEEE International Conference on Image Processing (ICIP), 2014. 2, 3, 4, 5
11. A. Criminisi, S. B. Kang, R. Swaminathan, R. Szeliski, and P. Anandan, "Extracting layers and analyzing their specular properties using epipolar-plane-image analysis, " Computer Vision and Image Understanding, vol. 97, no. 1, pp. 51-85, 2005. 2, 3
12. S. Wanner, S. Meister, and B. Goldluecke, "Datasets and benchmarks for densely sampled 4d light fields, " in Vision, Modelling and Visualization (VMV), 2013. 2
13. K. Venkataraman, D. Lelescu, J. Duparŕe, A. McMahon, G. Molina, P. Chatterjee, R. Mullis, and S. Nayar, "Picam: an ultra-thin high performance monolithic camera array, " ACM Transactions on Graphics (TOG), vol. 32, no. 6, p. 166, 2013. 2
14. S. M. Seitz, B. Curless, J. Diebel, D. Scharstein, and R. Szeliski, "A comparison and evaluation of multi-view stereo reconstruction algorithms, " in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2006. 3
15. A. Gelman, J. Berent, and P. Dragotti, "Layer-based sparse representation of multiview images, " EURASIP Journal on Advances in Signal Processing, vol. 2012, no. 1, pp. 1-15, 2012. 3
16. C. Kim, H. Zimmer, Y. Pritch, A. Sorkine-Hornung, and M. Gross, "Scene reconstruction from high spatio-angular resolution light fields, " Transactions on Graphics (TOG), vol. 32, no. 4, p. 73, 2013. 3, 6
17. A. Witkin, "Scale-space filtering: A new approach to multi-scale description, " in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, 1984. 3
18. T. Lindeberg, Scale-Space. Hoboken, NJ, USA: John Wiley & Sons, Inc., 2007. 3
19. D. G. Lowe, "Distinctive image features from scale-invariant keypoints, " International Journal of Computer Vision, vol. 60, no. 2, pp. 91-110, 2004. 3
20. T. Lindeberg, "Feature detection with automatic scale selection, " International journal of computer vision, vol. 30, no. 2, pp. 79-116, 1998. 3
21. A. Chambolle, "An Algorithm for Total Variation Minimization and Applications, " Journal of Mathematical Imaging and Vision, vol. 20, no. 1-2, pp. 89-97, 2004. 6
22. S. Wanner, C. Straehle, and B. Goldluecke, "Globally consistent multi-label assignment on the ray space of 4d light fields, " in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2013. 6
23. B. Goldluecke and S. Wanner, "The variational structure of disparity and regularization of 4d light fields, " in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2013. 7
24. S. Wanner and B. Goldluecke, "Spatial and angular variational super-resolution of 4d light fields, " in Proceedings of the European Conference on Computer Vision, 2012. 7