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Learning to Perceive Transparency from the Statistics of Natural Scenes (2002)  (Make Corrections)  (11 citations)
Anat Levin, Assaf Zomet, Yair Weiss



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Abstract: Certain simple images are known to trigger a percept of transparency: the input image I is perceived as the sum of two images I(x; y) = I 1 (x; y) + I 2 (x; y). This percept is puzzling. First, why do we choose the \more complicated" description with two images rather than the \simpler" explanation I(x; y) = I 1 (x; y) + 0 ? Second, given the in nite number of ways to express I as a sum of two images, how do we compute the \best" decomposition ? Here we suggest that transparency is the... (Update)

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BibTeX entry:   (Update)

A. Levin, A. Zomet, and Y. Weiss. Learning to perceive transparency from the statistics of natural scenes. In Proceedings NIPS 2002. http://citeseer.ist.psu.edu/levin02learning.html   More

@misc{ levin02learning,
  author = "A. Levin and A. Zomet and Y. Weiss",
  title = "Learning to perceive transparency from the statistics of natural scenes",
  text = "A. Levin, A. Zomet, and Y. Weiss. Learning to perceive transparency from
    the statistics of natural scenes. In Proceedings NIPS 2002.",
  year = "2002",
  url = "citeseer.ist.psu.edu/levin02learning.html" }
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1064   A theory for multiresolution signal decomposition : the wave.. (context) - Mallat - 1989
82   Minimax entropy principle and its application to texture mod.. - Zhu, Wu et al. - 1997
51   A parametric texture model based on joint statistics of comp.. - Portilla, Simoncelli - 2000
47   Emergence of simple-cell receptive eld properties by learnin.. (context) - Olshausen, Field - 1996
46   Statistical model imagecompression restoration and synthesi - models, compression et al. - 1997
45   Bayesian denoising of visual images in the wavelet domain - Simoncelli - 1999
31   the optimality of solutions of the maxproduct belief propaga.. - Weiss, Freeman - 2001
28   Deriving intrinsic images from image sequences - Weiss - 2001
22   Learning to estimate scenes from images (context) - Freeman, Pasztor - 1999
19   Lightness perception and lightness illusions - Adelson - 2000
15   Very loopy belief propagation for unwrapping phase images - Frey, Koetter et al. - 2001



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