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Recently, multiple formulations of vision problems as probabilistic inversions of generative models based on computer graphics have been proposed.
Geometric modeling for computer vision
B. G. Baumgart · 1974
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A parametric texture model based on joint statistics of complex wavelet coefficients
J. Portilla and E. P. Simoncelli · 2000
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Image segmentation by data-driven markov chain monte carlo
Z. Tu and S.-C. Zhu · 2002
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Learning to detect natural image boundaries using local brightness, color, and texture cues
D. R. Martin, C. C. Fowlkes, and J. Malik · 2004
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Recognizing human actions: a local svm approach
C. Schuldt, I. Laptev, and B. Caputo · 2004
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Gaussian processes for machine learning
C. E. Rasmussen · 2006
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Vision as bayesian inference: analysis by synthesis?
A. Yuille and D. Kersten · 2006
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Labelme: a database and web-based tool for image annotation
B. C. Russell, A. Torralba, K. P. Murphy, and W. T. Freeman · 2008
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Approximate bayesian computation (abc) in practice
K. Csilléry, M. G. Blum, O. E. Gaggiotti, and O. François · 2010
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Blocks world revisited: Image understanding using qualitative geometry and mechanics
A. Gupta, A. A. Efros, and M. Hebert · 2010
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Articulated pose estimation with flexible mixtures-of-parts
Y. Yang and D. Ramanan · 2011
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Imagenet classification with deep convolutional neural networks
A. Krizhevsky, I. Sutskever, and G. E. Hinton · 2012
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Localizing 3d cuboids in single-view images
J. Xiao, B. C. Russell, and A. Torralba · 2012
Cited alongside, same era.
Structured forests for fast edge detection
P. Dollár and C. L. Zitnick · 2013
Later among the works it cites.
Approximate bayesian image interpretation using generative probabilistic graphics programs
V. Mansinghka, T. D. Kulkarni, Y. N. Perov, and J. Tenenbaum · 2013
Later among the works it cites.
Estimating human pose with flowing puppets
S. Zuffi, J. Romero, C. Schmid, M. J. Black, et al · 2013
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V. Jampani, S. Nowozin, M. Loper, and P. V. Gehler · 2014
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Venture: a higher-order probabilistic programming platform with programmable inference
V. Mansinghka, D. Selsam, and Y. Perov · 2014
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Shape, illumination, and reflectance from shading
J. Barron and J. Malik · 2013
Cited alongside, same era.
Blender - a 3D modelling and rendering package
Blender Online Community
Cited in the paper.
Modeling image patches with a generic dictionary of mini-epitomes
G. Papandreou, T. Chicago, L.-C. Chen, and A. L. Yuille · 2014
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