Biologically-inspired characterization of sparseness in natural images

Conference object, Preprint English OPEN
Perrinet , Laurent U;
(2016)
  • Publisher: HAL CCSD
  • Related identifiers: doi: 10.1109/EUVIP.2016.7764592
  • Subject: Quantitative Biology - Neurons and Cognition | Neuroscience | [ SDV.NEU ] Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC] | Computer vision | [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC] | [SDV.NEU] Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC] | Image texture | Machine vision
    arxiv: Computer Science::Computer Vision and Pattern Recognition
    acm: ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION

International audience; Natural images follow statistics inherited by the structure of our physical (visual) environment. In particular, a prominent facet of this structure is that images can be described by a relatively sparse number of features. We designed a sparse c... View more
  • References (25)
    25 references, page 1 of 3

    [1] Joseph J. Atick. Could information theory provide an ecological theory of sensory processing? Network: Computation in Neural Systems, 3(2): 213{52, 1992.

    [2] Sylvain Fischer, Rafael Redondo, Laurent U. Perrinet, and Gabriel Cristobal. Sparse approximation of images inspired from the functional architecture of the primary visual areas. EURASIP Journal on Advances in Signal Processing, 2007(1):090727{122, 2007. ISSN 1687-6180. doi: 10.1155/2007/90727. URL http://dx.doi.org/10.1155/2007/90727.

    [3] Sylvain Fischer, Filip Sroubek, Laurent U. Perrinet, Rafael Redondo, and Gabriel Cristobal. Self-invertible 2D log-Gabor wavelets. International Journal of Computer Vision, 75(2):231{246, January 2007. ISSN 1573-1405. doi: 10.1007/s11263-006-0026-8. URL http://dx.doi.org/10.1007/s11263-006-0026-8.

    [4] B. Galerne, Y. Gousseau, and J. M. Morel. Micro-Texture synthesis by phase randomization. Image Processing On Line, 1, 2011. doi: 10.5201/ipol.2011.ggm rpn. URL http://dx.doi.org/10.5201/ipol.2011.ggm rpn.

    [5] Wilson S Geisler. Visual Perception and the Statistical Properties of Natural Scenes. Annual Review of Psychology, 59(1):167{192, January 2008.

    [6] John D. Hunter. Matplotlib: A 2D graphics environment. Computing in Science and Engineering, 9(3):90{95, May 2007. ISSN 1521-9615. doi: 10.1109/MCSE.2007.55. URL http://dx.doi.org/10.1109/MCSE.2007.55.

    [7] Lance M Kaplan. Extended fractal analysis for texture classi cation and segmentation. IEEE Transactions on Image Processing, 8(11): 1572{1585, 1999. ISSN 10577149. doi: 10.1109/83.799885. URL http://www.ncbi.nlm.nih.gov/pubmed/18267432.

    [8] Ares Lagae, Sylvain Lefebvre, George Drettakis, and Philip Dutre. Procedural noise using sparse gabor convolution. ACM Transactions on Graphics (Proceedings of ACM SIGGRAPH 2009), 28(3):54{64, July 2009. doi: 10.1145/1531326.1531360.

    [9] Stephane Mallat and Zhifeng Zhang. Matching Pursuit with time-frequency dictionaries. IEEE Transactions on Signal Processing, 41(12):3397{3414, 1993.

    [10] T. E. Oliphant. Python for scienti c computing. Computing in Science and Engineering, 9(3):10{20, May 2007. ISSN 1521-9615. doi: 10.1109/MCSE.2007.58. URL http://dx.doi.org/10.1109/MCSE.2007.58.

  • Related Research Results (2)
  • Metrics
Share - Bookmark