Pattern Synthesis: Lectures in Pattern Theory, Vol. 1, U. Grenander. Springer-Verlag, New York/London (1976), 509, Applied Mathematical Sciences No. 18

By L. Pau. 1977

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Towards causal generative scene models via competition of experts (2020, background): “ausal generative scene model. Experiments on simple toy data qualitatively demonstrate the conceptual advantages of the proposed approach. 1 INTRODUCTION Proposed in the early days of computer vision Grenander (1976); Horn (1977), analysis-by-synthesis is an approach to the problem of visual scene u”
Attend, Infer, Repeat: Fast Scene Understanding with Generative Models (2016, methodology): “The latent random variable z (the plate’s appearance) produces the observation x (the image).”
The informed sampler: A discriminative approach to Bayesian inference in generative computer vision models (2014, background): “This view was advocated since the late 1970’ies (Horn, 1977; Grenander, 1976; Zhu and Mumford, 1997; Mumford and Desolneux, 2010; Mansinghka et al., 2013; Yuille and Kersten, 2006).”
Learning to Navigate the Energy Landscape (2016, background): “It has been explored by researchers many times [16, 4, 45, 49] but repeatedly fell out of favor due to the perception of being computationally expensive and brittle due to reconstruc-”