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Original

Invariant object recognition with trace learning and multiple stimuli present during training

, &
Pages 161-187 | Received 04 May 2007, Accepted 05 Jul 2007, Published online: 09 Jul 2009

References

  • Aggelopoulos NC, Rolls ET. Natural scene perception: Inferior temporal cortex neurons encode the positions of different objects in the scene. Eur J Neurosci 2005; 22: 2903–2916
  • Bartlett MS, Sejnowski TJ. Learning viewpoint-invariant face representations from visual experience in an attractor network. Network: Comput Neural Syst 1998; 9: 399–417
  • Booth MCA, Rolls ET. View-invariant representations of familiar objects by neurons in the inferior temporal visual cortex. Cerebral Cortex 1998; 8: 510–523
  • Brown TH, Kairiss EW, Keenan CL. Hebbian synapses: Biophysical mechanisms and algorithms. Ann Rev Neurosci 1990; 13: 475–511
  • Desimone R. Face-selective cells in the temporal cortex of monkeys. J Cog Neurosci 1991; 3: 1–8
  • Elliffe MCM, Rolls ET, Stringer SM. Invariant recognition of feature combinations in the visual system. Biol Cybern 2002; 86: 59–71
  • Foldiak P. Learning invariance from transformation sequences. Neural Comput 1991; 3: 194–200
  • Fukushima K. Neocognitron: A self–organizing neural network model for a mechanism of pattern recognition unaffected by shift in position. Biol Cybern 1980; 36: 193–202
  • Fukushima K. Neural networks for visual pattern recognition. IEEE Trans E 1991; 74: 179–190
  • Hasselmo ME, Rolls ET, Baylis GC, Nalwa V. Object-centered encoding by face-selective neurons in the cortex in the superior temporal sulcus of the monkey. Exp Brain Res 1989; 75: 417–429
  • Hertz J, Krogh A, Palmer RG. Introduction to the theory of neural computation. Addison Wesley, WokinghamUK 1991
  • Ito M, Tamura H, Fujita I, Tanaka K. Size and position invariance of neuronal response in monkey inferotemporal cortex. J Neurophysiol 1995; 73: 218–226
  • Kobotake E, Tanaka K. Neuronal selectivities to complex object features in the ventral visual pathway of the macaque cerebral cortex. J Neurophysiol 1994; 71: 856–867
  • Levy WB. Associative changes in the synapse: LTP in the hippocampus. Synaptic modification, neuron selectivity, and nervous system organization, WB Levy, JA Anderson, S Lehmkuhle. Erlbaum, Hillsdale, NJ 1985; 5–33, Chapter 1
  • Levy WB, Desmond NL. The rules of elemental synaptic plasticity. Synaptic modification, neuron selectivity, and nervous system organization, WB Levy, JA Anderson, S Lehmkuhle. Erlbaum, Hillsdale, NJ 1985; 105–121, Chapter 6
  • Logothetis NK, Pauls J, Bulthoff HH, Poggio T. View dependent object recognition by monkeys. Curr Biol 1994; 4: 401–414
  • Oja E. A simplified neuron model as a principal component analyser. J Math Biol 1982; 15: 267–273
  • Op de Beeck H, Vogels R. Spatial sensitivity of macaque inferior temporal neurons. J Comp Neurol 2000; 426: 505–518
  • Perrett DI, Rolls ET, Caan W. Visual neurons responsive to faces in the monkey temporal cortex. Exp Brain Res 1982; 47: 329–342
  • Perrett DI, Oram MW, Harries MH, Bevan R, Hietanen JK, Benson PJ. Viewer-centered and object centered coding of heads in the macaque temporal cortex. Exp Brain Res 1991; 86: 159–173
  • Perry G, Rolls ET, Stringer SM. Spatial vs temporal continuity in view invariant visual object recognition learning. Vision Res 2006; 46: 3994–4006
  • Riesenhuber M, Poggio T. Hierarchical models of object recognition in cortex. Nature Neurosci 1999; 2: 1019–1025
  • Riesenhuber M, Poggio T. Models of object recognition. Nature Neurosci Suppl 2000; 3: 1199–1204
  • Rolls ET. Neurophysiological mechanisms underlying face processing within and beyond the temporal cortical visual areas. Philosophical Trans R Soc 1992; 335: 11–21
  • Rolls ET. Functions of the primate temporal lobe cortical visual areas in invariant visual object and face recognition. Neuron 2000; 27: 205–218
  • Rolls ET. The representation of information about faces in the temporal and frontal lobes of primates including humans. Neuropsychologia 2007; 45: 124–143
  • Rolls ET. Memory, attention, and decision-making. Oxford University Press, Oxford 2008
  • Rolls ET, Baylis GC. Size and contrast have only small effects on the responses to faces of neurons in the cortex of the superior temporal sulcus of the monkey. Exp Brain Res 1986; 65: 38–48
  • Rolls ET, Deco G. Computational neuroscience of vision. Oxford University Press, Oxford 2002
  • Rolls ET, Milward T. A model of invariant object recognition in the visual system: Learning rules activation functions, lateral inhibition, and information-based performance measures. Neural Comp 2000; 12: 2547–2572
  • Rolls ET, Stringer SM. Invariant object recognition in the visual system with error correction and temporal difference learning. Network: Comput Neural Syst 2001; 12: 111–129
  • Rolls ET, Stringer SM. Invariant visual object recognition: A model. with lighting invariance, J Physiology – Paris 2006; 100: 43–62
  • Rolls ET, Treves A. The relative advantages of sparse versus distributed encoding for associative neuronal networks in the brain. Network 1990; 1: 407–421
  • Rolls ET, Treves A. Neural networks and brain function. Oxford University Press, Oxford 1998
  • Rolls ET, Treves A, Tovee MJ. The representational capacity of the distributed encoding of information provided by populations of neurons in the primate temporal visual cortex. Exp Brain Res 1997; 114: 149–162
  • Rolls ET, Aggelopoulos NC, Zheng F. The receptive fields of inferior temporal cortex neurons in natural scenes. J Neurosci 2003; 23: 339–348
  • Rolls ET, Treves A, Tovee M, Panzeri S. Information in the neuronal representation of individual stimuli in the primate temporal visual cortex. J Comput Neurosci 1997; 4: 309–333
  • Spratling MW. Learning viewpoint invariant perceptual representations from cluttered images. IEEE Trans Pat Anal Mach Intel 2005; 27: 753–761
  • Stringer SM, Rolls ET. Learning transform invariant object recognition in the visual system with multiple stimuli present during training. Neural Networks 2007, (submitted)
  • Stringer SM, Perry G, Rolls ET, Proske JH. Learning invariant object recognition in the visual system with continuous transformations. Biol Cybern 2006; 94: 128–142
  • Tanaka K, Saito H, Fukada Y, Moriya M. Coding visual images of objects in the inferotemporal cortex of the macaque monkey. J Neurophysiol 1991; 66: 170–189
  • Tovee MJ, Rolls ET, Azzopardi P. Translation invariance and the responses of neurons in the temporal visual cortical areas of primates. J Neurophysiol 1994; 72: 1049–1060
  • Wallis G, Rolls ET. Invariant face and object recognition in the visual system. Progress in Neurobiol 1997; 51: 167–194

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