Intermediate Levels of Visual Processing.

Abstract

We completed a comprehensive theoretical account of visual surface representation based on a new understanding of many of our recently reported perceptual phenomena. In particular, we determined the degree to which the 'generic view principle' can explain these new findings and also extended its domain to a large number of perceptual phenomena (Shimojo and Nakayama, 1992). We apply the generic sampling principle which indicates that the visual system acts as if it were viewing surface layouts from generic, not accidental vantage points. Through the observer's experience of optical sampling, which can be characterize geometrically, the visual system makes associative connections between images and surfaces, passively internalizing the conditional probabilities of image sampling from surfaces. In turn, this enables the visual system to determine which surface a given image most strongly predicts. Thus, visual surface perception can be considered as inverse ecological optics based on learning through ecological optics. Because of its neglect of prior probabilities and higher level knowledge, visual surface perception deviates from strict Bayesian notions of inference.

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Sep 30, 1994
Accession Number
ADA291569

Entities

People

  • Ken Nakayama

Organizations

  • Harvard University

Tags

Communities of Interest

  • Air Platforms

DTIC Thesaurus Topics

  • Behavioral Disciplines And Activities
  • Behavioral Sciences
  • Computer Vision
  • Images
  • Information Operations
  • Learning
  • Mathematics
  • Mental Processes
  • Perception
  • Probability
  • Psychological Phenomena And Processes
  • Psychology
  • Reaction Time
  • Sampling
  • Surface Properties
  • Theses
  • Universities

Readers

  • Computer Vision.
  • Regression Analysis.
  • Vision Science/Vision Psychology/Cognitive Neuroscience.

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference