A forward-inverse optics model of reciprocal connections between visual cortical areas

By Mitsuo Kawato, Hideki Hayakawa, Toshio Inui. 1993

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Citations in the corpus

Illusory Motion Reproduced by Deep Neural Networks Trained for Prediction (2018, background): “Based on the anatomical and physiological knowledge derived from primates, a basic theory of predictive coding was proposed from the viewpoint of computation theory (Kawato et al., 1993).”
Varieties of Helmholtz Machine (1996, background): “Along with Kawato, Hayakama & Inui (1993) , we claim that the cortex builds a complex and hierarchical generative model of its inputs, where the layers in the hierarchy roughly correspond to areas in the sense of Felleman & Van Essen (1991).”
Free-energy and the brain (2007, background): “…machine that conforms to the same principles that govern the interrogation of scientific data (MacKay, 1956; Neisser, 1967; Ballard et al, 1983; Mumford, 1992; Kawato et al 1993; Rao and Ballard 1998; Dayan et al, 1995; Friston, 2003; Körding and Wolpert 2004; Kersten et al 2004; Friston 2005).”
The Helmholtz Machine (1995, methodology): “The Helmholtz machine is closely related to other schemes for self-supervised learning that use feedback as well as feedforward weights (Carpenter & Grossberg , 1987; Luttrell, 1992; 1994; Ullman, 1994; Kawato et al, 1993; Mumford, 1994).”
Consciousness without a cerebral cortex: A challenge for neuroscience and medicine (2007, background): “It is saddled with an inverse problem on both sensory and motor sides of its operations (Gallistel 1999; Kawato et al. 1993).”
Action and behavior: a free-energy formulation (2010, methodology): “Some have even used forward motor models to motivate generative models in perception (Kawato et al. 1993).”
Learning and inference in the brain (2003, background): “…connections from the lower visual cortical area to the higher visual cortical area provides an approximated inverse model of the imaging process (optics), while the backprojection connection from the higher area to the lower area provides a forward model of the optics " (Kawato et al., 1993).”