Review A Critical Evaluation of the Temporal Binding Hypothesis

Singer, 1994). The basis for this argument is that it is necessary to " tag " each visual neuron to signify the object to which its activity relates. Each neuron therefore has to carry two distinct signals, one that indicates how effective a stimulus is falling on its receptive field, and a second that tags it as a member of a particular cell assembly. To make these signals distinct, von der Mals-Center for Neural Science New York University burg (1981) proposed that the " effectiveness " signal would be carried by a conventional rate code, while the New York, New York 10003 " tag " signal would be created by synchronizing the spike activity of the neuron with spikes from other neurons in Introduction the same assembly. This novel idea has led to a great deal of experimental work and to several further elabora-In the early stages of visual processing, objects and scenes are represented by neurons with small visual tions of the original theory. In this paper, we will articulate our doubts and con-receptive fields. Each neuron provides information about local features of a scene, but to describe a scene in cerns about this theory and its experimental support. We consider first whether the theory is an a priori reasonable terms of objects requires that these features be combined. Objects can cover wide areas of visual space and approach to solving the binding problem, and conclude that it is at best incomplete. We then ask whether spike be partially occluded by other objects, so the problem of binding the separate representations of parts into synchrony can plausibly be used as an informational code, and conclude that there are significant practical coherent wholes is not a simple one. This " binding problem " has received considerable attention. Gestalt and theoretical obstacles both to encoding and to decoding information in this way. We then examine the psychologists articulated a number of principles for grouping and organizing scene elements (Kö hler, 1930; experimental evidence usually adduced to support the synchrony hypothesis, and conclude that the evidence Koffka, 1935; Kanisza, 1979), and more recently the related problem of image segmentation has received a is largely indirect and has no proven relevance to the issue of binding per se. We will finish by asking whether good deal of attention in computer vision (see, for example , Pal and Pal, 1993, for a review). The …

[1]  M. Wertheimer Laws of organization in perceptual forms. , 1938 .

[2]  Marvin Minsky,et al.  Steps toward Artificial Intelligence , 1995, Proceedings of the IRE.

[3]  U. Neisser Decision-time without reaction-time: Experiments in visual scanning. , 1963 .

[4]  Frank Rosenblatt,et al.  PRINCIPLES OF NEURODYNAMICS. PERCEPTRONS AND THE THEORY OF BRAIN MECHANISMS , 1963 .

[5]  I. Rock,et al.  GROUPING BASED ON PHENOMENAL PROXIMITY. , 1964, Journal of experimental psychology.

[6]  D H HUBEL,et al.  RECEPTIVE FIELDS AND FUNCTIONAL ARCHITECTURE IN TWO NONSTRIATE VISUAL AREAS (18 AND 19) OF THE CAT. , 1965, Journal of neurophysiology.

[7]  W. Modell On the significance of significant , 1981, The New England journal of medicine.

[8]  D. Hubel,et al.  Receptive fields and functional architecture of monkey striate cortex , 1968, The Journal of physiology.

[9]  W. Köhler The task of Gestalt psychology , 1969 .

[10]  M. Bender Perceptual interactions. , 1970, Modern trends in neurology.

[11]  J Clark Frank,et al.  Information Processing , 1970 .

[12]  C. Gross,et al.  Further analysis of visual discrimination deficits following foveal prestriate and inferotemporal lesions in rhesus monkeys. , 1971, Journal of comparative and physiological psychology.

[13]  D. B. Bender,et al.  Visual properties of neurons in inferotemporal cortex of the Macaque. , 1972, Journal of neurophysiology.

[14]  J. Jonides,et al.  A conceptual category effect in visual search: O as letter or as digit , 1972 .

[15]  D. Kahneman,et al.  Attention and Effort , 1973 .

[16]  J. Szentágothai Synaptology of the Visual Cortex , 1973 .

[17]  P. Milner A model for visual shape recognition. , 1974, Psychological review.

[18]  M. Potter Meaning in visual search. , 1975, Science.

[19]  B Julesz,et al.  Experiments in the visual perception of texture. , 1975, Scientific American.

[20]  Parvati Dev,et al.  Perception of Depth Surfaces in Random-Dot Stereograms: A Neural Model , 1975, Int. J. Man Mach. Stud..

[21]  R. Jindra Mass action in the nervous system W. J. Freeman, Academic Press, New York (1975), 489 pp., (hard covers). $34.50 , 1976, Neuroscience.

[22]  J. A. Deutsch,et al.  On the category effect in visual search , 1977 .

[23]  D. Navon Forest before trees: The precedence of global features in visual perception , 1977, Cognitive Psychology.

[24]  V. Mountcastle,et al.  An organizing principle for cerebral function : the unit module and the distributed system , 1978 .

[25]  S. Zeki Functional specialisation in the visual cortex of the rhesus monkey , 1978, Nature.

[26]  T. Powell,et al.  The basic uniformity in structure of the neocortex. , 1980, Brain : a journal of neurology.

[27]  A. Treisman,et al.  A feature-integration theory of attention , 1980, Cognitive Psychology.

[28]  S Marcelja,et al.  Mathematical description of the responses of simple cortical cells. , 1980, Journal of the Optical Society of America.

[29]  K. Tanaka,et al.  Organization of cat visual cortex as investigated by cross-correlation technique. , 1981, Journal of neurophysiology.

[30]  B. C. Motter,et al.  The functional properties of the light-sensitive neurons of the posterior parietal cortex studied in waking monkeys: foveal sparing and opponent vector organization , 1981, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[31]  W Prinzmetal,et al.  Principles of feature integration in visual perception , 1981, Perception & psychophysics.

[32]  P. Lennie The physiological basis of variations in visual latency , 1981, Vision Research.

[33]  J. Lund,et al.  Widespread periodic intrinsic connections in the tree shrew visual cortex. , 1982, Science.

[34]  Kunihiko Fukushima,et al.  Neocognitron: A Self-Organizing Neural Network Model for a Mechanism of Visual Pattern Recognition , 1982 .

[35]  S. Schein,et al.  Is there a high concentration of color-selective cells in area V4 of monkey visual cortex? , 1982, Journal of neurophysiology.

[36]  R. L. Valois,et al.  The orientation and direction selectivity of cells in macaque visual cortex , 1982, Vision Research.

[37]  G. Edelman Group selection and phasic reentrant signaling a theory of higher brain function , 1982 .

[38]  S. Zeki The distribution of wavelength and orientation selective cells in different areas of monkey visual cortex , 1983, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[39]  M. Mozer Letter migration in word perception. , 1983, Journal of experimental psychology. Human perception and performance.

[40]  T. Wiesel,et al.  Clustered intrinsic connections in cat visual cortex , 1983, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[41]  G. Buzsáki,et al.  Cellular bases of hippocampal EEG in the behaving rat , 1983, Brain Research Reviews.

[42]  James R. Bergen,et al.  Parallel versus serial processing in rapid pattern discrimination , 1983, Nature.

[43]  E. Adelson,et al.  The analysis of moving visual patterns , 1985 .

[44]  Leslie G. Ungerleider,et al.  Contour, color and shape analysis beyond the striate cortex , 1985, Vision Research.

[45]  B Julesz,et al.  "Where" and "what" in vision. , 1985, Science.

[46]  D. McCormick,et al.  Comparative electrophysiology of pyramidal and sparsely spiny stellate neurons of the neocortex. , 1985, Journal of neurophysiology.

[47]  Ken Nakayama,et al.  Serial and parallel processing of visual feature conjunctions , 1986, Nature.

[48]  T. Wiesel,et al.  Relationships between horizontal interactions and functional architecture in cat striate cortex as revealed by cross-correlation analysis , 1986, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[49]  Leslie G. Ungerleider,et al.  Multiple visual areas in the caudal superior temporal sulcus of the macaque , 1986, The Journal of comparative neurology.

[50]  A. Treisman,et al.  Illusory words: the roles of attention and of top-down constraints in conjoining letters to form words. , 1986, Journal of experimental psychology. Human perception and performance.

[51]  M. Posner,et al.  Does attention affect visual feature integration? , 1986, Journal of experimental psychology. Human perception and performance.

[52]  R. Desimone,et al.  Visual properties of neurons in area V4 of the macaque: sensitivity to stimulus form. , 1987, Journal of neurophysiology.

[53]  I. Ohzawa,et al.  The effects of contrast on visual orientation and spatial frequency discrimination: a comparison of single cells and behavior. , 1987, Journal of neurophysiology.

[54]  I. Biederman Recognition-by-components: a theory of human image understanding. , 1987, Psychological review.

[55]  A. J. Mistlin,et al.  Visual neurones responsive to faces , 1987, Trends in Neurosciences.

[56]  Christoph von der Malsburg,et al.  Pattern recognition by labeled graph matching , 1988, Neural Networks.

[57]  A Treisman,et al.  Feature analysis in early vision: evidence from search asymmetries. , 1988, Psychological review.

[58]  E. Adelson,et al.  Early vision and texture perception , 1988, Nature.

[59]  S. Shipp,et al.  The functional logic of cortical connections , 1988, Nature.

[60]  D. Ts'o,et al.  The organization of chromatic and spatial interactions in the primate striate cortex , 1988, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[61]  H. Barbas Anatomic organization of basoventral and mediodorsal visual recipient prefrontal regions in the rhesus monkey , 1988, The Journal of comparative neurology.

[62]  M. Stryker Cortical physiology. Is grandmother an oscillation? , 1989, Nature.

[63]  N. Graham Visual Pattern Analyzers , 1989 .

[64]  R. T. Bottle,et al.  References for reviews , 1989, J. Inf. Sci..

[65]  M. Stryker Is grandmother an oscillation? , 1989, Nature.

[66]  M. Silverman,et al.  Spatial-frequency organization in primate striate cortex. , 1989, Proceedings of the National Academy of Sciences of the United States of America.

[67]  S. Smoliar Neural darwinism: The theory of neuronal group selection: Gerald M. Edelman, (Basic Books; New York, 1987); xxii + 371 pages , 1989 .

[68]  K. Tanaka,et al.  Analysis of motion of the visual field by direction, expansion/contraction, and rotation cells clustered in the dorsal part of the medial superior temporal area of the macaque monkey. , 1989, Journal of neurophysiology.

[69]  William A. Phillips,et al.  On the acquisition of object concepts from sensory data , 1989 .

[70]  K. H. Britten,et al.  Neuronal correlates of a perceptual decision , 1989, Nature.

[71]  S. Hochstein,et al.  How Serial is Serial Processing in Vision? , 1989, Perception.

[72]  W S McCulloch,et al.  A logical calculus of the ideas immanent in nervous activity , 1990, The Philosophy of Artificial Intelligence.

[73]  R. Desimone,et al.  Spectral properties of V4 neurons in the macaque , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[74]  D. Purves,et al.  Number of `blobs' in the primary visual cortex of neonatal and adult monkeys , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[75]  T. D. Albright,et al.  Transparency and coherence in human motion perception , 1990, Nature.

[76]  John K. Tsotsos Analyzing vision at the complexity level , 1990, Behavioral and Brain Sciences.

[77]  A. Treisman,et al.  Conjunction search revisited. , 1990, Journal of experimental psychology. Human perception and performance.

[78]  J. Storm Potassium currents in hippocampal pyramidal cells. , 1990, Progress in brain research.

[79]  P. McLeod,et al.  Filtering by movement in visual search. , 1991, Journal of experimental psychology. Human perception and performance.

[80]  Y. Miyashita,et al.  Neural organization for the long-term memory of paired associates , 1991, Nature.

[81]  L. Jakobson,et al.  A neurological dissociation between perceiving objects and grasping them , 1991, Nature.

[82]  K. Stratford,et al.  Synaptic transmission between individual pyramidal neurons of the rat visual cortex in vitro , 1991, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[83]  Michael C. Mozer,et al.  The perception of multiple objects , 1991 .

[84]  Moshe Abeles,et al.  Corticonics: Neural Circuits of Cerebral Cortex , 1991 .

[85]  R. Desimone Face-Selective Cells in the Temporal Cortex of Monkeys , 1991, Journal of Cognitive Neuroscience.

[86]  Y. Chino,et al.  Disruption of binocularly correlated signals alters the postnatal development of spatial properties in cat striate cortical neurons. , 1991, Journal of neurophysiology.

[87]  M. Goodale,et al.  Separate visual pathways for perception and action , 1992, Trends in Neurosciences.

[88]  W. Singer,et al.  Selection of intrinsic horizontal connections in the visual cortex by correlated neuronal activity. , 1992, Science.

[89]  H. Nothdurft Feature analysis and the role of similarity in preattentive vision , 1992, Perception & psychophysics.

[90]  Ad Aertsen,et al.  Coding and Computation in the Cortex: Single-Neuron Activity and Cooperative Phenomena , 1992 .

[91]  M. Young,et al.  On oscillating neuronal responses in the visual cortex of the monkey. , 1992, Journal of neurophysiology.

[92]  I. Biederman,et al.  Dynamic binding in a neural network for shape recognition. , 1992, Psychological review.

[93]  M. Young,et al.  Sparse population coding of faces in the inferotemporal cortex. , 1992, Science.

[94]  Marc Green,et al.  Visual Search: Detection, Identification, and Localization , 1992, Perception.

[95]  John H. R. Maunsell,et al.  Visual response latencies in striate cortex of the macaque monkey. , 1992, Journal of neurophysiology.

[96]  D. Heeger Normalization of cell responses in cat striate cortex , 1992, Visual Neuroscience.

[97]  H H Bülthoff,et al.  Psychophysical support for a two-dimensional view interpolation theory of object recognition. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[98]  M. Tovée,et al.  Oscillatory activity is not evident in the primate temporal visual cortex with static stimuli , 1992, Neuroreport.

[99]  A. Peters,et al.  Neuronal organization in area 17 of cat visual cortex. , 1993, Cerebral cortex.

[100]  Marvin M. Chun,et al.  Making use of texton gradients: visual search and perceptual grouping exploit the same parallel processes in different ways , 1995 .

[101]  A. Grinvald,et al.  Relationship between intrinsic connections and functional architecture revealed by optical imaging and in vivo targeted biocytin injections in primate striate cortex. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[102]  E. Adelson Perceptual organization and the judgment of brightness. , 1993, Science.

[103]  W. Singer Synchronization of cortical activity and its putative role in information processing and learning. , 1993, Annual review of physiology.

[104]  J. Donoghue,et al.  Oscillations in local field potentials of the primate motor cortex during voluntary movement. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[105]  K. Reinikainen,et al.  Selective attention enhances the auditory 40-Hz transient response in humans , 1993, Nature.

[106]  James Elder,et al.  The effect of contour closure on the rapid discrimination of two-dimensional shapes , 1993, Vision Research.

[107]  David I. Perrett,et al.  Neurophysiology of shape processing , 1993, Image Vis. Comput..

[108]  John Duncan,et al.  A neural basis for visual search in inferior temporal cortex , 1993, Nature.

[109]  H. Nothdurft Faces and Facial Expressions do not Pop Out , 1993, Perception.

[110]  K Tanaka,et al.  Neuronal mechanisms of object recognition. , 1993, Science.

[111]  B L McNaughton,et al.  Dynamics of the hippocampal ensemble code for space. , 1993, Science.

[112]  M. Goodale Visual pathways supporting perception and action in the primate cerebral cortex , 1993, Current Opinion in Neurobiology.

[113]  M. Goodale,et al.  Chapter 28 Visual pathways to perception and action , 1993 .

[114]  C. Blakemore,et al.  Single-fibre EPSPs in layer 5 of rat visual cortex in vitro. , 1993, Neuroreport.

[115]  T. Sejnowski,et al.  A critique of pure vision , 1993 .

[116]  Y. Miyashita,et al.  Neuronal tuning to learned complex forms in vision. , 1994, Neuroreport.

[117]  A. Treisman Visual Attention and the Perception of Features and Objects , 1994 .

[118]  Wolfgang Konen,et al.  A fast dynamic link matching algorithm for invariant pattern recognition , 1994, Neural Networks.

[119]  Charles M. Gray,et al.  Simulations of Intrinsically Bursting Neocortical Pyramidal Neurons , 1994, Neural Computation.

[120]  P. Cavanagh,et al.  Visual Feature Integration with an Attention Deficit , 1994, Brain and Cognition.

[121]  Michael N. Shadlen,et al.  Noise, neural codes and cortical organization , 1994, Current Opinion in Neurobiology.

[122]  W. Singer,et al.  Reduced Synchronization in the Visual Cortex of Cats with Strabismic Amblyopia , 1994, The European journal of neuroscience.

[123]  J. Wolfe Visual search in continuous, naturalistic stimuli , 1994, Vision Research.

[124]  J. B. Levitt,et al.  Receptive fields and functional architecture of macaque V2. , 1994, Journal of neurophysiology.

[125]  Christoph von der Malsburg,et al.  The Correlation Theory of Brain Function , 1994 .

[126]  D. V. Essen,et al.  Neural mechanisms of form and motion processing in the primate visual system , 1994, Neuron.

[127]  Ehud Zohary,et al.  Correlated neuronal discharge rate and its implications for psychophysical performance , 1994, Nature.

[128]  William T Newsome,et al.  Is there a signal in the noise? , 1995, Current Opinion in Neurobiology.

[129]  B. Sakmann,et al.  Amplification of EPSPs by axosomatic sodium channels in neocortical pyramidal neurons , 1995, Neuron.

[130]  J. Maunsell,et al.  Neuronal correlates of inferred motion in primate posterior parietal cortex , 1995, Nature.

[131]  A. Treisman Modularity and attention: Is the binding problem real? , 1995 .

[132]  E. Bienenstock A model of neocortex , 1995 .

[133]  John K. Tsotsos Toward a computational model of visual attention , 1995 .

[134]  A. Leventhal,et al.  Concomitant sensitivity to orientation, direction, and color of cells in layers 2, 3, and 4 of monkey striate cortex , 1995, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[135]  M. Benarie Visual processing , 1995, Nature.

[136]  P. Cavanagh,et al.  FACIAL ORGANIZATION BLOCKS ACCESS TO LOW-LEVEL FEATURES: AN OBJECT INFERIORITY EFFECT , 1995 .

[137]  R. Tootell,et al.  Anatomical evidence for MT and additional cortical visual areas in humans. , 1995, Cerebral cortex.

[138]  H. Jones,et al.  Visual cortical mechanisms detecting focal orientation discontinuities , 1995, Nature.

[139]  T. Sejnowski,et al.  A selection model for motion processing in area MT of primates , 1995, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[140]  Wolf Singer,et al.  Development and Plasticity of Cortical Processing Architectures , 1995, Science.

[141]  John K. Tsotsos,et al.  Modeling Visual Attention via Selective Tuning , 1995, Artif. Intell..

[142]  G. Buzsáki,et al.  Sharp wave-associated high-frequency oscillation (200 Hz) in the intact hippocampus: network and intracellular mechanisms , 1995, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[143]  T D Albright,et al.  Visual motion perception. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[144]  G. Buzsáki,et al.  Gamma (40-100 Hz) oscillation in the hippocampus of the behaving rat , 1995, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[145]  Victor A. F. Lamme The neurophysiology of figure-ground segregation in primary visual cortex , 1995, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[146]  S. Grossberg The Attentive Brain , 1995 .

[147]  W Singer,et al.  Visual feature integration and the temporal correlation hypothesis. , 1995, Annual review of neuroscience.

[148]  F. Varela Resonant cell assemblies: a new approach to cognitive functions and neuronal synchrony. , 1995, Biological research.

[149]  W. Singer,et al.  Stimulus dependent intercolumnar synchronization of single unit responses in cat area 17. , 1995, Neuroreport.

[150]  P. Schwindt,et al.  Amplification of synaptic current by persistent sodium conductance in apical dendrite of neocortical neurons. , 1995, Journal of neurophysiology.

[151]  P A Salin,et al.  Corticocortical connections in the visual system: structure and function. , 1995, Physiological reviews.

[152]  W. Singer Development and plasticity of cortical processing architectures. , 1995, Science.

[153]  C. Gilbert,et al.  Improvement in visual sensitivity by changes in local context: Parallel studies in human observers and in V1 of alert monkeys , 1995, Neuron.

[154]  A. Treisman The binding problem , 1996, Current Opinion in Neurobiology.

[155]  J Saarinen,et al.  Target Localisation and Identification in Rapid Visual Search , 1996, Perception.

[156]  Ian P. Howard,et al.  Binocular Vision and Stereopsis , 1996 .

[157]  Wulfram Gerstner,et al.  A neuronal learning rule for sub-millisecond temporal coding , 1996, Nature.

[158]  J. Saarinen Localization and discrimination of “pop-out” targets , 1996, Vision Research.

[159]  A. Dale,et al.  New images from human visual cortex , 1996, Trends in Neurosciences.

[160]  D. Johnston,et al.  Active properties of neuronal dendrites. , 1996, Annual review of neuroscience.

[161]  A. C. Yu,et al.  Temporal Hierarchical Control of Singing in Birds , 1996, Science.

[162]  Victor A. F. Lamme,et al.  Contextual Modulation in Primary Visual Cortex , 1996, The Journal of Neuroscience.

[163]  D. Tank,et al.  Dendritic Integration in Mammalian Neurons, a Century after Cajal , 1996, Neuron.

[164]  R. Traub,et al.  A mechanism for generation of long-range synchronous fast oscillations in the cortex , 1996, Nature.

[165]  H. Sakata,et al.  Parietal neurons related to memory-guided hand manipulation. , 1996, Journal of neurophysiology.

[166]  W. Singer,et al.  Stimulus-dependent synchronization of neuronal responses in the visual cortex of the awake macaque monkey , 1996, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[167]  Laurenz Wiskott,et al.  Face recognition by dynamic link matching , 1996 .

[168]  A. Grinvald,et al.  Dynamics of Ongoing Activity: Explanation of the Large Variability in Evoked Cortical Responses , 1996, Science.

[169]  E. Fetz,et al.  Synchronization of neurons during local field potential oscillations in sensorimotor cortex of awake monkeys. , 1996, Journal of neurophysiology.

[170]  J. B. Levitt,et al.  Relation between patterns of intrinsic lateral connectivity, ocular dominance, and cytochrome oxidase-reactive regions in macaque monkey striate cortex. , 1996, Cerebral cortex.

[171]  R Ivry,et al.  A formal theory of feature binding in object perception. , 1996, Psychological review.

[172]  W. Singer,et al.  In search of common foundations for cortical computation , 1997, Behavioral and Brain Sciences.

[173]  J. Maunsell,et al.  Sensory modality specificity of neural activity related to memory in visual cortex. , 1997, Journal of neurophysiology.

[174]  G. Ghose,et al.  Form processing modules in primate area V4. , 1997, Journal of neurophysiology.

[175]  I Biederman,et al.  Neurocomputational bases of object and face recognition. , 1997, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[176]  A. Oliva,et al.  Coarse Blobs or Fine Edges? Evidence That Information Diagnosticity Changes the Perception of Complex Visual Stimuli , 1997, Cognitive Psychology.

[177]  John H. R. Maunsell,et al.  On the relationship between synaptic input and spike output jitter in individual neurons. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[178]  D. Johnston,et al.  A Synaptically Controlled, Associative Signal for Hebbian Plasticity in Hippocampal Neurons , 1997, Science.

[179]  Tomaso A. Poggio,et al.  Just One View: Invariances in Inferotemporal Cell Tuning , 1997, NIPS.

[180]  A. Treisman,et al.  The Interaction of Spatial and Object Pathways: Evidence from Balint's Syndrome , 1997, Journal of Cognitive Neuroscience.

[181]  J. Lisman Bursts as a unit of neural information: making unreliable synapses reliable , 1997, Trends in Neurosciences.

[182]  A. Aertsen,et al.  Spike synchronization and rate modulation differentially involved in motor cortical function. , 1997, Science.

[183]  J. Wolfe,et al.  Preattentive Object Files: Shapeless Bundles of Basic Features , 1997, Vision Research.

[184]  T J Sejnowski,et al.  A new view of hemineglect based on the response properties of parietal neurones. , 1997, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[185]  R Blake,et al.  Spatial and temporal coherence in perceptual binding. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[186]  John H. R. Maunsell,et al.  Shape selectivity in primate lateral intraparietal cortex , 1998, Nature.

[187]  M. Goodale,et al.  The objects of action and perception , 1998, Cognition.

[188]  M. Margulis,et al.  Temporal integration can readily switch between sublinear and supralinear summation. , 1998, Journal of neurophysiology.

[189]  W. Singer,et al.  Detecting connectedness. , 1998, Cerebral cortex.

[190]  Catherine Tallon-Baudry,et al.  Induced γ-Band Activity during the Delay of a Visual Short-Term Memory Task in Humans , 1998, The Journal of Neuroscience.

[191]  L. Paninski,et al.  Information about movement direction obtained from synchronous activity of motor cortical neurons. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[192]  D I Perrett,et al.  Visual Recognition Based on Temporal Cortex Cells: Viewer-Centred Processing of Pattern Configuration , 1998, Zeitschrift fur Naturforschung. C, Journal of biosciences.

[193]  W. Singer,et al.  The response of cat visual cortex to flicker stimuli of variable frequency , 1998, The European journal of neuroscience.

[194]  A Treisman,et al.  Feature binding, attention and object perception. , 1998, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[195]  Victor A. F. Lamme,et al.  Neuronal synchrony does not represent texture segregation , 1998, Nature.

[196]  Marisa Carrasco,et al.  Attention improves or impairs visual performance by enhancing spatial resolution , 1998, Nature.

[197]  E. Kefalea Object localization and recognition for a grasping robot , 1998, IECON '98. Proceedings of the 24th Annual Conference of the IEEE Industrial Electronics Society (Cat. No.98CH36200).

[198]  M. Goldberg,et al.  The representation of visual salience in monkey parietal cortex , 1998, Nature.

[199]  L. P. O'Keefe,et al.  Neuronal Correlates of Amblyopia in the Visual Cortex of Macaque Monkeys with Experimental Strabismus and Anisometropia , 1998, The Journal of Neuroscience.

[200]  D. McCormick,et al.  H-Current Properties of a Neuronal and Network Pacemaker , 1998, Neuron.

[201]  A. Parker,et al.  Sense and the single neuron: probing the physiology of perception. , 1998, Annual review of neuroscience.

[202]  W. Newsome,et al.  The Variable Discharge of Cortical Neurons: Implications for Connectivity, Computation, and Information Coding , 1998, The Journal of Neuroscience.

[203]  G. Edelman,et al.  Consciousness and Complexity , 1998 .

[204]  A. Treisman,et al.  Perceiving visually presented objets: recognition, awareness, and modularity , 1998, Current Opinion in Neurobiology.

[205]  E. Vaadia,et al.  Spatiotemporal structure of cortical activity: properties and behavioral relevance. , 1998, Journal of neurophysiology.

[206]  Li I. Zhang,et al.  A critical window for cooperation and competition among developing retinotectal synapses , 1998, Nature.

[207]  Hartmut Neven,et al.  The Bochum/USC Face Recognition System And How it Fared in the FERET Phase III Test , 1998 .

[208]  Y. Frégnac,et al.  Visual input evokes transient and strong shunting inhibition in visual cortical neurons , 1998, Nature.

[209]  N. Logothetis Single units and conscious vision. , 1998, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[210]  Zhaoping Li,et al.  A Neural Model of Contour Integration in the Primary Visual Cortex , 1998, Neural Computation.

[211]  Steffen Schmalz,et al.  Combining Multiple Views and Temporal Associations for 3-D object Recognition , 1998, ECCV.

[212]  O. Bertrand,et al.  Sustained and transient oscillatory responses in the gamma and beta bands in a visual short-term memory task in humans , 1999, Visual Neuroscience.

[213]  R. Desimone,et al.  Competitive Mechanisms Subserve Attention in Macaque Areas V2 and V4 , 1999, The Journal of Neuroscience.

[214]  B. Sakmann,et al.  A new cellular mechanism for coupling inputs arriving at different cortical layers , 1999, Nature.

[215]  Christoph von der Malsburg,et al.  The What and Why of Binding The Modeler’s Perspective , 1999, Neuron.

[216]  Leslie G. Ungerleider,et al.  Increased Activity in Human Visual Cortex during Directed Attention in the Absence of Visual Stimulation , 1999, Neuron.

[217]  Geoffrey M. Ghose,et al.  Specialized Representations in Visual Cortex A Role for Binding? , 1999, Neuron.

[218]  J. Wolfe,et al.  The Psychophysical Evidence for a Binding Problem in Human Vision , 1999, Neuron.

[219]  O. Bertrand,et al.  Oscillatory gamma activity in humans and its role in object representation , 1999, Trends in Cognitive Sciences.

[220]  W. Singer,et al.  Synchronous oscillations in the cat retina , 1999, Vision Research.

[221]  Laurenz Wiskott,et al.  The role of topographical constraints in face recognition , 1999, Pattern Recognition Letters.

[222]  C. Gray The Temporal Correlation Hypothesis of Visual Feature Integration Still Alive and Well , 1999, Neuron.

[223]  Daniel Kersten,et al.  High-level Vision as Statistical Inference , 1999 .

[224]  T. Poggio,et al.  Hierarchical models of object recognition in cortex , 1999, Nature Neuroscience.

[225]  Carlos D. Brody,et al.  Correlations Without Synchrony , 1999, Neural Computation.

[226]  Z Li,et al.  Visual segmentation by contextual influences via intra-cortical interactions in the primary visual cortex. , 1999, Network.

[227]  X. Wang Fast burst firing and short-term synaptic plasticity: A model of neocortical chattering neurons , 1999, Neuroscience.

[228]  Leif H. Finkel,et al.  Perceptual grouping in striate cortical networks mediated by synchronization and desynchronization , 1999, Neurocomputing.

[229]  W. Bair Spike timing in the mammalian visual system , 1999, Current Opinion in Neurobiology.

[230]  E. Seidemann,et al.  Effect of spatial attention on the responses of area MT neurons. , 1999, Journal of neurophysiology.

[231]  M. Fahle,et al.  Grasping Visual Illusions: No Evidence for a Dissociation Between Perception and Action , 2000, Psychological science.

[232]  Bartlett W. Mel,et al.  Minimizing Binding Errors Using Learned Conjunctive Features , 2000, Neural Computation.

[233]  D. Wilkin,et al.  Neuron , 2001, Brain Research.

[234]  Jessica Lowell Neural Network , 2001 .

[235]  Jill North Spatiotemporal Structure , 2022, Physics, Structure, and Reality.