Some Demonstrations of the Effects of Structural Descriptions in Mental Imagery
By Geoffrey E. Hinton. 1979
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
- Geoffrey E. Hinton
- Yoshua Bengio
- Sara Sabour
- Adam R. Kosiorek
- Ruslan Salakhutdinov
- Yee Whye Teh
- Sergey Levine
- J. Urgen Schmidhuber
Citations in the corpus
- How to Represent Part-Whole Hierarchies in a Neural Network (2021, background): “…psychological evidence that people parse visual scenes into part-whole hierarchies and model the viewpoint-invariant spatial relationship be-tween a part and a whole as the coordinate transformation between intrinsic coordinate frames that they assign to the part and the whole [Hinton, 1979].”
- Stacked Capsule Autoencoders (2019, background): “Moreover, there is strong evidence that, unlike standard CNNs, human vision also relies on coordinate frames: imposing an unfamiliar coordinate frame on a familiar object makes it challenging to recognize the object or its geometry (Rock, 1973; Hinton, 1979).”
- Intrinsic frames of reference in spatial memory (2002, background): “First, there is compelling evidence that object shape is often defined with respect to an intrinsic axis (e.g., Hinton, 1979; Hinton & Parsons, 1988; Mach, 1914/1959; Palmer, 1989; Rock, 1973).”
- Systems of spatial reference in human memory. (2001, background): “…importance of egocentric and environmental reference systems in attention and perception has been explored in many studies (e.g., Attneave & Reid, 1968; CarlsonRadvansky & Irwin, 1993; Friedman & Hall, 1996; Hinton, 1979; McMullen & Jolicoeur, 1990; Palmer, 1989; Pani & Dupree, 1994; Rock, 1973).”
- Reconciling simplicity and likelihood principles in perceptual organization. (1996, background): “Perceptual, linguistic, or other information is not remembered in a "raw" form, but in terms of high-level categories and relations organized into structured representations (e.g., Anderson, 1983; Hinton, 1979; Johnson-Laird & Stevenson, 1970) such as "sketches" (Mart, 1982), schemata (Bobrow & Norm”
- Building Deep, Equivariant Capsule Networks (2019, unknown): “Human perception has learnt to recognize such grammars Hinton [1979], and use this information to understand objects.”
- Familiarity and visual change detection (1988, background): “Indeed, Phillips suggested that visual short-term memory is "schematic," and Hinton (1979) provided evidence for the role of structural descriptions in mental imagery, which may very well reflect the operation of the same system.”