Occlusion-aware depth estimation using light-field cameras

Proceedings of the IEEE International Conference on Computer Vision

Volumn 2015 International Conference on Computer Vision, ICCV 2015, Issue , 2015, Pages 3487-3495

  Wang, Ting Chun ^a   Efros, Alexei A ^a   Ramamoorthi, Ravi ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CAMERAS; COMPUTER VISION;

DEPTH DISCONTINUITIES; DEPTH ESTIMATION; DEPTH INFORMATION; OBJECT BOUNDARIES; PHOTO-CONSISTENCY; PRACTICAL METHOD; SHARP TRANSITION; STATE OF THE ART;

PIXELS;

EID: 84973908604     PISSN: 15505499     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCV.2015.398     Document Type: Conference Paper

References (26)

1. 3d modeling, animation, and rendering software. http: //www. Autodesk. com/products/3ds-max.
2. Free 3ds models. http://www. free-3ds-models. com.
3. Lytro redefines photography with light field cameras. press release, june 2011. http://www. lytro. com.
4. E. H. Adelson and J. Y. A. Wang. Single lens stereo with a plenoptic camera. IEEE transactions on pattern analysis and machine intelligence, 14(2):99-106, 1992.
5. M. Bleyer, C. Rother, and P. Kohli. Surface stereo with soft segmentation. In Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on, pages 1570-1577. IEEE, 2010.
6. Y. Boykov and V. Kolmogorov. An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 26(9):1124-1137, 2004.
7. Y. Boykov, O. Veksler, and R. Zabih. Fast approximate energy minimization via graph cuts. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 23(11):1222-1239, 2001.
8. C. Chen, H. Lin, Z. Yu, S. B. Kang, and J. Yu. Light field stereo matching using bilateral statistics of surface cameras. In Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on, pages 1518-1525. IEEE, 2014.
9. B. Curless and M. Levoy. A volumetric method for building complex models from range images. In Proceedings of the 23rd annual conference on Computer graphics and interactive techniques, pages 303-312. ACM, 1996.
10. S. J. Gortler, R. Grzeszczuk, R. Szeliski, and M. F. Cohen. The lumigraph. In Proceedings of the 23rd annual conference on Computer graphics and interactive techniques, pages 43-54. ACM, 1996.
11. C. Kim, H. Zimmer, Y. Pritch, A. Sorkine-Hornung, and M. H. Gross. Scene reconstruction from high spatio-angular resolution light fields. ACM Trans. Graph., 32(4):73, 2013.
12. V. Kolmogorov and R. Zabih. Multi-camera scene reconstruction via graph cuts. In Computer VisionECCV 2002, pages 82-96. Springer, 2002.
13. V. Kolmogorov and R. Zabin. What energy functions can be minimized via graph cuts? Pattern Analysis and Machine Intelligence, IEEE Transactions on, 26(2):147-159, 2004.
14. V. Krishnamurthy and M. Levoy. Fitting smooth surfaces to dense polygon meshes. In Proceedings of the 23rd annual conference on Computer graphics and interactive techniques, pages 313-324. ACM, 1996.
15. M. Levoy and P. Hanrahan. Light field rendering. In Proceedings of the 23rd annual conference on Computer graphics and interactive techniques, pages 31-42. ACM, 1996.
16. S. McCloskey. Masking light fields to remove partial occlusion. In Pattern Recognition (ICPR), 2014 22nd International Conference on, pages 2053-2058. IEEE, 2014.
17. R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan. Light field photography with a handheld plenoptic camera. Computer Science Technical Report CSTR, 2(11), 2005.
18. C. Perwass and L. Wietzke. Single lens 3d-camera with extended depth-of-field. In IS&T/SPIE Electronic Imaging, pages 829108-829108. International Society for Optics and Photonics, 2012.
19. C. Rother, V. Kolmogorov, V. Lempitsky, and M. Szummer. Optimizing binary mrfs via extended roof duality. In Computer Vision and Pattern Recognition, 2007. CVPR'07. IEEE Conference on, pages 1-8. IEEE, 2007.
20. M. W. Tao, S. Hadap, J. Malik, and R. Ramamoorthi. Depth from combining defocus and correspondence using lightfield cameras. In Computer Vision (ICCV), 2013 IEEE International Conference on, pages 673-680. IEEE, 2013.
21. G. Turk and M. Levoy. Zippered polygon meshes from range images. In Proceedings of the 21st annual conference on Computer graphics and interactive techniques, pages 311-318. ACM, 1994.
22. S. Wanner and B. Goldluecke. Globally consistent depth labeling of 4d light fields. In Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on, pages 41-48. IEEE, 2012.
23. S. Wanner, S. Meister, and B. Goldlücke. Datasets and benchmarks for densely sampled 4d light fields. In AnnualWorkshop on Vision, Modeling and Visualization: VMV, pages 225-226, 2013.
24. Y. Wei and L. Quan. Asymmetrical occlusion handling using graph cut for multi-view stereo. In Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on, volume 2, pages 902-909. IEEE, 2005.
25. O. Woodford, P. Torr, I. Reid, and A. Fitzgibbon. Global stereo reconstruction under second-order smoothness priors. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 31(12):2115-2128, 2009.
26. Z. Yu, X. Guo, H. Ling, A. Lumsdaine, and J. Yu. Line assisted light field triangulation and stereo matching. In Computer Vision (ICCV), 2013 IEEE International Conference on, pages 2792-2799. IEEE, 2013.