Local and Global Neural Mechanisms Underlying the Robust Velocity Coding of Natural Images

Local and Global Neural Mechanisms Underlying the Robust Velocity Coding of Natural Images
Author: Paul Barnett
Publisher:
Total Pages: 263
Release: 2010
Genre: Motion perception (Vision)
ISBN:

Interpreting motion in the natural world presents a major challenge for visual systems. Natural scenes vary enormously in structure, luminance and contrast, all parameters known to modulate the response of biological motion detectors. Nevertheless, many animals overcome this challenge and adopt visually guided behaviour for which the accurate estimation of self-motion and image velocity is required. It is generally accepted that Reichardt correlator-like computations underlie local motion detection in insects. Reichardt correlators, however, generate ambiguous estimates of velocity, because they are sensitive to several additional image parameters, such as those mentioned above. How does the visual system generate accurate estimates of apparent image velocity when the elements underlying local motion detection produce ambiguous velocity signals? This thesis investigates the neural processing of image velocity. I performed sharp electrode intracellular recordings from identified motion sensitive neurons in the lobula plate of the hoverfly, Eristalis tenax. A series of natural and artificial images were used to investigate the processing of a vast range of scenes. I show that the horizontal system (HS) neurons have a remarkable capacity to estimate image velocity reliably for vastly different natural scenes. This property is at odds with the HS neurons' responses to experimenter-defined stimuli. I reveal several activity dependent features of the neural response that may reconcile the ability to accurately encode the velocity of natural images with the mechanisms underlying motion processing. Images that were initially weak neural drivers have long latencies, with responses continuing to increase in magnitude over several hundred milliseconds. Images that were initially strong neural drivers, reached peak responses more rapidly followed by significant reductions in response over longer time scales. Despite being different in sign and time course, these two activity dependent changes in response act as near-ideal normalisers for images that would otherwise produce highly variable response magnitudes. By analysing the time course of neural response and manipulating image contrast, I show that this property is likely to emerge from a combination of static and dynamic non-linarities. When image contrast is reduced, thus reducing the range of input signals to local motion detectors, the essential non-linearity of the Reichardt correlator model provides a good prediction of global responses. Thus, suggesting an important role for non-linear mechanisms being recruited by high contrast local features in the robust encoding of natural scenes. Finally, I use an experimental paradigm that reduces the influence of spatial integration and thus enables the analysis of responses equivalent to the outputs of individual local motion sensitive elements presynaptic to the HS neuron. I show evidence for an adaptive gain reduction that affects the sensitivity of individual motion detector responses to subsequent features. This gain reduction is facilitated by local neighbouring motion stimulation and is thus, well suited to take advantage of the predictable nature of natural scenes.

Biologically Motivated Computer Vision

Biologically Motivated Computer Vision
Author: Heinrich H. Bülthoff
Publisher: Springer
Total Pages: 676
Release: 2003-08-02
Genre: Computers
ISBN: 3540361812

This book constitutes the refereed proceedings of the Second International Workshop on Biologically Motivated Computer Vision, BMCV 2002, held in Tübingen, Germany, in November 2002. The 22 revised full papers and 37 revised short papers presented together with 6 invited papers were carefully reviewed and selected from 97 submissions. The papers are organized in topical sections on neurons and features, motion, mid-level vision, recognition - from scenes to neurons, attention, robotics, and cognitive vision.

The Ecology of Animal Senses

The Ecology of Animal Senses
Author: Gerhard von der Emde
Publisher: Springer
Total Pages: 270
Release: 2015-12-16
Genre: Science
ISBN: 3319254928

The collection of chapters in this book present the concept of matched filters: response characteristics “matching” the characteristics of crucially important sensory inputs, which allows detection of vital sensory stimuli while sensory inputs not necessary for the survival of the animal tend to be filtered out, or sacrificed. The individual contributions discuss that the evolution of sensing systems resulted from the necessity to achieve the most efficient sensing of vital information at the lowest possible energetic cost. Matched filters are found in all senses including vision, hearing, olfaction, mechanoreception, electroreception and infrared sensing and different cases will be referred to in detail.

Rhythms of the Brain

Rhythms of the Brain
Author: Gyorgy Buzsaki
Publisher: Oxford University Press
Total Pages: 466
Release: 2006-08-03
Genre: Medical
ISBN: 019804125X

This book provides eloquent support for the idea that spontaneous neuron activity, far from being mere noise, is actually the source of our cognitive abilities. In a sequence of "cycles," György Buzsáki guides the reader from the physics of oscillations through neuronal assembly organization to complex cognitive processing and memory storage. His clear, fluid writing-accessible to any reader with some scientific knowledge-is supplemented by extensive footnotes and references that make it just as gratifying and instructive a read for the specialist. The coherent view of a single author who has been at the forefront of research in this exciting field, this volume is essential reading for anyone interested in our rapidly evolving understanding of the brain.

Brodmann's

Brodmann's
Author: K. Brodmann
Publisher: Springer Science & Business Media
Total Pages: 307
Release: 2007-02-16
Genre: Medical
ISBN: 0387269193

This is the third edition of the translation, by Laurence Garey, of "Vergleichende Lokalisationslehre der Grosshirnrinde" by Korbinian Brodmann, originally published by Barth-Verlag in Leipzig in 1909. It is one of the major "classics" of the neurological world. Even today it forms the basis for so-called "localisation" of function in the cerebral cortex. Brodmann's "areas" are still used to designate functional regions in the cortex, the part of the brain that brings the world that surrounds us into consciousness, and which governs our responses to the world. For example, we use "area 4" for the "motor" cortex, with which we control our muscles, "area 17" for "visual" cortex, with which we see, and so on. This nomenclature is used by neurologists and neurosurgeons in the human context, as well as by experimentalists in various animals. Indeed, Brodmann's famous "maps" of the cerebral cortex of humans, monkeys and other mammals must be among the most commonly reproduced figures in neurobiological publishing. The most famous of all is that of the human brain. There can be few textbooks of neurology, neurophysiology or neuroanatomy in which Brodmann is not cited, and his concepts pervade most research publications on systematic neurobiology. In spite of this, few people have ever seen a copy of the 1909 monograph, and even fewer have actually read it! There had never been a complete English translation available until the first edition of the present translation of 1994, and the original book had been almost unavailable for 50 years or more, the few antiquarian copies still around commanding high prices. As Laurence Garey, too, used Brodmann’s findings and maps in his neurobiological work, and had the good fortune to have access to a copy of the book, he decided to read the complete text and soon discovered that this was much more than just a report of laboratory findings of a turn-of-the-twentieth-century neurologist. It was an account of neurobiological thinking at that time, covering aspects of comparative neuroanatomy, neurophysiology and neuropathology, as well as giving a fascinating insight into the complex relationships between European neurologists during the momentous times when the neuron theory was still new.

Positive Neuroscience

Positive Neuroscience
Author: Joshua D. Greene
Publisher: Oxford University Press
Total Pages: 257
Release: 2016-05-10
Genre: Psychology
ISBN: 0199977941

How do we thrive in our behaviors and experiences? Positive neuroscience research illuminates the brain mechanisms that enable human flourishing. Supported by the John Templeton Foundation's Positive Neuroscience Project, which Martin E. P. Seligman established in 2008, Positive Neuroscience provides an intersection between neuroscience and positive psychology. In this edited volume, leading researchers describe the neuroscience of social bonding, altruism, and the capacities for resilience and creativity. Part I (Social Bonds) describes the mechanisms that enable humans to connect with one another. Part II (Altruism) focuses on the neural mechanisms underlying the human ability and willingness to confer costly benefits on others. Part III (Resilience and Creativity) examines the mechanisms by which human brains overcome adversity, create, and discover. Specific topics include: a newly discovered nerve type that appears to be specialized for emotional communication; the effects of parenting on the male brain; how human altruism differs from that of other primates; the neural features of extraordinary altruists who have donated kidneys to strangers; and distinctive patterns of brain wiring that endow some people with exceptional musical abilities. Accessible to a broad academic audience, from advanced undergraduates to senior scholars, these subjects have generated a fascinating and highly convergent set of ideas and results, shaping our understanding of human nature.

The Cognitive Neuroscience of Working Memory

The Cognitive Neuroscience of Working Memory
Author: Naoyuki Osaka
Publisher:
Total Pages: 418
Release: 2007
Genre: Philosophy
ISBN: 0198570392

It is only relatively recently that it has been possible to study the neural processes that might underlie working memory, leading to a proliferation of research in this domain. This volume brings together leading researchers from around the world to summarise current knowledge of this field.

Neural Fields

Neural Fields
Author: Stephen Coombes
Publisher: Springer
Total Pages: 488
Release: 2014-06-17
Genre: Mathematics
ISBN: 3642545939

Neural field theory has a long-standing tradition in the mathematical and computational neurosciences. Beginning almost 50 years ago with seminal work by Griffiths and culminating in the 1970ties with the models of Wilson and Cowan, Nunez and Amari, this important research area experienced a renaissance during the 1990ties by the groups of Ermentrout, Robinson, Bressloff, Wright and Haken. Since then, much progress has been made in both, the development of mathematical and numerical techniques and in physiological refinement und understanding. In contrast to large-scale neural network models described by huge connectivity matrices that are computationally expensive in numerical simulations, neural field models described by connectivity kernels allow for analytical treatment by means of methods from functional analysis. Thus, a number of rigorous results on the existence of bump and wave solutions or on inverse kernel construction problems are nowadays available. Moreover, neural fields provide an important interface for the coupling of neural activity to experimentally observable data, such as the electroencephalogram (EEG) or functional magnetic resonance imaging (fMRI). And finally, neural fields over rather abstract feature spaces, also called dynamic fields, found successful applications in the cognitive sciences and in robotics. Up to now, research results in neural field theory have been disseminated across a number of distinct journals from mathematics, computational neuroscience, biophysics, cognitive science and others. There is no comprehensive collection of results or reviews available yet. With our proposed book Neural Field Theory, we aim at filling this gap in the market. We received consent from some of the leading scientists in the field, who are willing to write contributions for the book, among them are two of the founding-fathers of neural field theory: Shun-ichi Amari and Jack Cowan.

Corticonics

Corticonics
Author: M. Abeles
Publisher: Cambridge University Press
Total Pages: 298
Release: 1991-02-22
Genre: Science
ISBN: 9780521376174

Understanding how the brain works is probably the greatest scientific and intellectual challenge of our generation. The cerebral cortex is the instrument by which we carry the most complex mental functions. Fortunately, there exists an immense body of knowledge concerning both cortical structure and the properties of single neurons in the cortex. With the advent of the supercomputer, there has been increased interest in neural network modeling. What is needed is a new approach to an understanding of the mammalian cerebral cortex that will provide a link between the physiological description and the computer model. This book meets that need by combining anatomy, physiology, and modeling to achieve a quantitative description of cortical function. The material is presented didactically, starting with descriptive anatomy and comprehensively examining all aspects of modeling. The book gradually leads the reader from the macroscopic cortical anatomy and standard electrophysiological properties of single neurons to neural network models and synfire chains. The most modern trends in neural network modeling are explored.

Brain and Visual Perception

Brain and Visual Perception
Author: David H. Hubel M.D.
Publisher: Oxford University Press
Total Pages: 739
Release: 2004-10-14
Genre: Medical
ISBN: 0198039166

This is the story of a hugely successful and enjoyable 25-year collaboration between two scientists who set out to learn how the brain deals with the signals it receives from the two eyes. Their work opened up a new area of brain research that led to their receiving the Nobel Prize in 1981. The book contains their major papers from 1959 to 1981, each preceded and followed by comments telling how and why the authors went about the study, how the work was received, and what has happened since. It begins with short autobiographies of both men, and describes the state of the field when they started. It is intended not only for neurobiologists, but for anyone interested in how the brain works-biologists, psychologists, philosophers, physicists, historians of science, and students at all levels from high school to graduate level.