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Toward a Dynamical View of Object Perception

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Shape Perception in Human and Computer Vision

Abstract

We review our research demonstrating that object perception is a dynamical, integrated process in which (a) high-level memory representations are accessed before objects are perceived; (b) potential objects compete for perception and only the winners are perceived; and (c) there is no clear dividing line between perception and memory. We begin by describing the results that originally led us to reject the traditional serial hierarchical view of object perception as well as modern feedforward models. We then summarize the accumulating evidence that led us to favor a more dynamical model involving feedback as well as feedforward processing and interactions between high- and low-levels of the visual hierarchy. Throughout, we highlight how our views changed over time.

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Notes

  1. 1.

    A figure-ground segregation stage could be placed at mid- rather than low-levels in the visual hierarchy, as in other models of visual perception that remain serial feedforward models (e.g., [35, 36]).

  2. 2.

    Note that none of the image factors was shown to be necessary for figure-ground perception either.

  3. 3.

    An experiment reported by Rubin [61] suggested that past experience can influence figure assignment, and a subsequent experiment by Schafer & Murphy [63] made the same claim for motivation, which was based on prior experience. These initial claims were rejected because they were open to alternative interpretations (e.g., [65]; see [40] for review).

  4. 4.

    We were not the first investigators to see a relationship between the biased competition model and figure-ground perception (cf. [18, 70]), but previous authors neither elaborated on nor explored their suggestion.

  5. 5.

    Further exploration is necessary to determine whether the individual parts of the novel configurations are novel, but we do know that as an ensemble, the parts in the novel configurations are novel, whereas the ensemble of parts in the part-rearranged novel configuration is familiar.

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Acknowledgements

MAP acknowledges the support of NSF BCS 0960529 while writing this chapter.

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Correspondence to Mary A. Peterson .

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Peterson, M.A., Cacciamani, L. (2013). Toward a Dynamical View of Object Perception. In: Dickinson, S., Pizlo, Z. (eds) Shape Perception in Human and Computer Vision. Advances in Computer Vision and Pattern Recognition. Springer, London. https://doi.org/10.1007/978-1-4471-5195-1_30

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