Light field compressive sensing in camera arrays

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2012, Pages 5413-5416

  Kamal, Mahdad Hosseini ^a   Golbabaee, Mohammad ^a   Vandergheynst, Pierre ^a  

^a EPFL   (Switzerland)

Author keywords

Compressive Sensing; l 1 minimization; Light Fields; Redundant Dictionary

Indexed keywords

CAMERA ARRAYS; COMPLEX SCENES; COMPRESSIVE SENSING; ENCODING SCHEMES; FIELD OF VIEWS; LIGHT FIELDS; LINEAR ARRAYS; REDUNDANT DICTIONARIES; SPARSE RECOVERY;

DECODING; SIGNAL RECONSTRUCTION;

CAMERAS;

EID: 84867593228     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2012.6289145     Document Type: Conference Paper

References (13)

1. J. Romberg, "Compressive Sensing by Random Convolution," SIAM SIIMS, 2009.
2. Edward H. Adelson and James R. Bergen, "The Plenoptic Function and the Elements of Early Vision," in Comput. Mod. Vis. Proc., 1991.
3. B.Wilburn, N. Joshi, V. Vaish, E. Talvala, E. Antnez, A. Barth, A. Adams, M. Horowitz, and M. Levoy, "High Performance Imaging using Large Camera Arrays," ACM Trans. Graph., 2005.
4. D. Donoho, "Compressed Sensing," IEEE Trans. Inform. Theory, 2006.
5. E. Candès, J. Romberg, and T. Tao, "Stable Signal Recovery from Incomplete and Inaccurate Measurements," Comm. Pure Appl. Math., 2005.
6. E. Candès and J. Romberg and T. Tao, "Near Optimal Signal Recovery From Random Projections: Universal Encoding Strategies?," IEEE Trans. Inform. Theory, 2004.
7. L. Jacques, P. Vandergheynst, A. Bibet, V. Majidzadeh, A. Schmid, and Y. Leblebici, "CMOS Compressed Imaging by Random Convolution," ICASSP, 2009.
8. D. Baron, M. F. Duarte, M. B. Wakin, S. Sarvotham, and R. G. Baraniuk, "Distributed Compressive Sensing," CoRR, 2009.
9. R. G. Baraniuk, "Compressive Sensing," IEEE Sig. Proc. Mag., 2007.
10. H. Rauhut, K. Schnass, and P. Vandergheynst, "Compressed Sensing and Redundant Dictionaries," IEEE Trans. Inform. Theory, 2008.
11. E. Candès and C. Eldar and D. Needell, "Compressed Sensing with Coherent and Redundant Dictionaries," Appl. Comput. Harmon. Anal., 2011.
12. G. Peyré and S. Mallat, "Surface Compression with Geometric Bandelets," ACM SIGGRAPH, 2005.
13. P. L. Combettes and J. C. Pesquet, "Proximal Splitting Methods in Signal Processing," arXiv/0912.3522, 2009.