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Home > Reference > Research and information: general > Research methods: general > A Discrepancy Within Primate Spatial Vision and Its Bearing on the Definition of Edge Detection Processes in Machine Vision
A Discrepancy Within Primate Spatial Vision and Its Bearing on the Definition of Edge Detection Processes in Machine Vision

A Discrepancy Within Primate Spatial Vision and Its Bearing on the Definition of Edge Detection Processes in Machine Vision


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About the Book

The visual perception of form information is considered to be based on the functioning of simple and complex neurons in the primate striate cortex. However, a review of the physiological data on these brain cells cannot be harmonized with either the perceptual spatial frequency performance of primates or the performance which is necessary for form perception in humans. This discrepancy together with recent interest in cortical-like and perceptual-like processing in image coding and machine vision prompted a series of image processing experiments intended to provide some definition of the selection of image operators. The experiments were aimed at determining operators which could be used to detect edges in a computational manner consistent with the visual perception of structure in images. Fundamental issues were the selection of size (peak spatial frequency) and circular versus oriented operators (or some combination). In a previous study, circular difference-of-Gaussian (DOG) operators, with peak spatial frequency responses at about 11 and 33 cyc/deg were found to capture the primary structural information in images. Here larger scale circular DOG operators were explored and led to severe loss of image structure and introduced spatial dislocations (due to blur) in structure which is not consistent with visual perception. Orientation sensitive operators (akin to one class of simple cortical neurons) introduced ambiguities of edge extent regardless of the scale of the operator. For machine vision schemes which are functionally similar to natural vision form perception, two circularly symmetric very high spatial frequency channels appear to be necessary and sufficient for a wide range of natural images. Such a machine vision scheme is most similar to the physiological performance of the primate lateral geniculate nucleus rather than the striate cortex. Jobson, Daniel J. Langley Research Center RTOP 307-51-10...


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Product Details
  • ISBN-13: 9781721999248
  • Publisher: Createspace Independent Publishing Platform
  • Publisher Imprint: Createspace Independent Publishing Platform
  • Height: 279 mm
  • No of Pages: 34
  • Spine Width: 2 mm
  • Width: 216 mm
  • ISBN-10: 1721999248
  • Publisher Date: 29 Jun 2018
  • Binding: Paperback
  • Language: English
  • Returnable: N
  • Weight: 104 gr


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