Abstract
David Marr's theory of vision has been a rich source of inspiration, fascination and confusion. I will suggest that some of this confusion can be traced to discrepancies between the way Marr developed his theory in practice and the way he suggested such a theory ought to be developed in his explicit metatheoretical remarks. I will address claims that Marr's theory may be seen as an “optimizing” theory, along with the attendant suggestion that optimizing assumptions may be inappropriate for cognitive mechanisms just as anti-adaptationists have argued they are inappropriate for other physiological mechanisms. I will discuss the nature of optimizing assumptions and theories. Considering various difficulties in identifying and assessing optimizing assumptions, I will suggest that Marr's theory is not purely an optimizing theory and that reaction to Marr on this issue prompts interesting considerations for the development of inter-disciplinary constraints in the cognitive and brain sciences.
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References
Barlow, H. B.: 1972, ‘Single Units and Sensation: A Neuron Doctrine for Perceptual Psychology’, Perception 1, 371–94.
Braitenberg, V.: 1984, Vehicles: Experiments in Synthetic Psychology, The MIT Press, Cambridge, Mass.
Brooks, R.: 1986, ‘A Robust Layered Control System for a Mobile Robot’, IEEE Journal of Robotics and Automation RA-2, 14–23.
Brooks, R.: 1991, ‘Intelligence Without Representation’, Artificial Intelligence 47, 1–3, 139–159.
Campbell, F. and J. Robson: 1968, ‘Application of Fourier Analysis to the Visibility of Gratings’, Journal of Physiology (London) 197, 551–66.
Chandrasekhar, S.: 1987, Truth and Beauty, Aesthetics and Motivations in Science, The University of Chicago Press, Chicago.
Dennett, D.: 1983, ‘Intentional Systems in Cognitive Ethology: The “Panglossian Paradigm” Defended’, The Behavioral and Brain Sciences 6, 343–90.
Dennett, D.: 1991, ‘Cognitive Science as Reverse Engineering: Several Meanings of “Top-Down” and “Bottom-Up”’, Presented August 10 at the 9th International Congress of Logic, Methodology and Philosophy of Science.
Dreher, B. and K. Sanderson: 1973, ‘Receptive Field Analysis: Responses to Moving Visual Contours by Single Lateral Geniculate Neurons in the Cat’, Journal of Physiology (London) 234, 95–118.
Enroth-Cugel, C. and J. Robson: 1966, ‘The Contrast Sensitivity of Retinal Ganglion Cells of the Cat’, Journal of Physiology (London) 187, 517–22.
Fodor, J.: 1974, ‘Special Sciences, or the Disunity of Science as a Working Hypothesis’, Synthese 28, 97–115.
Gilman, D.: 1992, ‘What's a Theory to do ... with Seeing? or Some Empirical Considerations for Observation and Theory’, The British Journal for the Philosophy of Science 43, 287–309.
Gould, S. J.: 1980, The Panda's Thumb. More Reflections in Natural History, Norton, New York.
Gould, S. J. and R. Lewontin: 1979, ‘The Spandrels of San Marco and the Panglossian Paradigm: A Critique of the Adaptationist Programme’, Proceedings of the Royal Society (London) B205, 581–98.
Jackson, J. B. C. and A. H. Cheetham: 1994, ‘Phylogeny Reconstruction and the Tempo of Speciation in Cheilostome Bryozoa’, Paleobiology 20, 407.
Kahneman, D., P. Slovic, and A. Tversky, eds.: 1982, Judgements under Uncertainty: Heuristics and Biases, Cambridge University Press, Cambridge; New York.
Kerr, R.: 1995, ‘Did Darwin Get It All Right?’, Science 267, 1421–2.
Kitcher, P.: 1988, ‘Marr's Computational Theory of Vision’, Philosophy of Science 55, 1–24.
Kuffler, S. W.: 1953, ‘Discharge Patterns and Functional Organization of Mammalian Retina’, Journal of Neurophysiology 16, 37–68.
Langton, C. G., ed.: 1989, Artificial Life, the Proceedings of an Interdisciplinary Workshop on the Synthesis and Simulation of Living Systems: Held September, 1977 in Los Alamos, New Mexico, Addison-Wesley, Redwood City, Calif.
Leipnik, R.: 1960, ‘The Extended Entropy Uncertainty Principle’, Inf. Control 3, 18–25.
Marr, D.: 1982, Vision, Freeman, New York.
Marr, D. and E. Hildreth: 1980, ‘Theory of Edge Detection’, Proceedings of the Royal Society of London B207, 187–217.
Marr, D. and S. Ullman: 1981, ‘Directional Selectivity and its Use in Early Visual Processing’, Proceedings of the Royal Society of London B211, 151–80.
McClamrock, R.: 1995, Existential Cognition: Computational Minds in the World, The University of Chicago Press, Chicago.
McDermott, D.: 1976, ‘Artificial Intelligence Meets Natural Stupidity’, SIGART Newsletter 57, 4–9.
Phillips, G. and H. Wilson: 1984, ‘Orientation Bandwidths of Spatial Mechanisms Measured by Masking’, Journal of the Optical Society of America 1(2), 226–32.
Ramachandran, V. S.: 1982, ‘Review of Paul and Rouguel Busers' “Cerebral Correlates of Conscious Experience’, Perception 11, 363–70.
Ramachandran, V. S.: 1985, ‘The Neurobiology of Perception’, Perception 14, 97–103.
Rodieck, R. and J. Stone: 1965, ‘Analysis of Receptive Fields of Cat Retinal Ganglion Cells’, Journal of Neurophysiology 28, 833–49.
Schoemaker, P.: 1991, ‘The Quest for Optimality: A Positive Heuristic of Science?,’ Behavioral and Brain Sciences 14, 205–45.
Simon, H.: 1957, Models of Man, Wiley, New York.
Simon, H.: 1981, The Sciences of the Artificial. 2nd ed. The MIT Press, Cambridge, Mass.
Tversky, A. and D. Kahneman: 1974, ‘Decision Making under Uncertainty: Heuristics and Biases’, Science 185, 1124–31.
Ullman, S.: 1979, ‘The Interpretation of Structure from Motion’, Proceedings of the Royal Society of London B203, 405–26.
Varela, F.: 1979, Principles of Biological Autonomy, Elsevier/North-Holland, New York.
Varela, F. and P. Bourgine: 1992, ‘Introduction: Towards a Practice of Autonomous Systems’, in F. Varela and P. Bourgine (eds.), Towards a Practice of Autonomous Systems, MIT, Cambridge, Mass, pp. xi-xvii.
Wilson, H. R., D. McFarlane, and G. Phillips: 1983, ‘Spatial Frequency Tuning of Orientation Selective Units Estimated by Oblique Masking’, Vision Research 23(9), 873–32.
Wilson, H. R. and J. Bergen: 1979, ‘A Four Mechanism Model for Spatial Vision’, Vision Research 19, 19–32.
Wilson, H. R. and S. Giese: 1977, ‘Threshold Visibility of Frequency Gradient Patterns’, Vision Research 17, 1177–90.
Wimsatt, W.: 1986, ‘Heuristics and the Study of Human Behavior’, in D. Fiske and R. Shweder (eds.), Metatheory in Social Science: Pluralisms and Subjectivities, The University of Chicago Press, Chicago.
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Thanks are due to Ron McClamrock for his comments on previous drafts of this material. Also, early versions of some of the material in this paper were presented at LMPS '91 and at a Cognitive Studies Colloquium at Penn State University in 1992. Thanks to those in attendance, especially to Rich Carlson and Mark Detweiler, for their comments. Thanks, too, to an anonymous referee for suggesting several useful references.
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Gilman, D. Optimization and simplicity: Computational vision and biological explanation. Synthese 107, 293–323 (1996). https://doi.org/10.1007/BF00413839
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DOI: https://doi.org/10.1007/BF00413839