A convolutional subunit model for neuronal responses in macaque V1

Journal of Neuroscience

Volumn 35, Issue 44, 2015, Pages 14829-14841

  Vintch, Brett ^a   Movshon, J Anthony ^a   Simoncelli, Eero P ^a,b  

^a NEW YORK UNIVERSITY   (United States)

^b NEW YORK UNIVERSITY   (United States)

Author keywords

Model; Receptive field; Subunits; V1

Indexed keywords

ADULT; ANIMAL EXPERIMENT; ARTICLE; BRAIN NERVE CELL; FEMALE; MACACA; MALE; MEMBRANE POTENTIAL; MODEL; NERVOUS SYSTEM ELECTROPHYSIOLOGY; NONHUMAN; PREDICTION; PRIORITY JOURNAL; RECEPTIVE FIELD; SPIKE WAVE; STRIATE CORTEX; VISUAL STIMULATION; ANIMAL; BIOLOGICAL MODEL; MACACA FASCICULARIS; MACACA NEMESTRINA; NERVE CELL; PHOTOSTIMULATION; PHYSIOLOGY; PROCEDURES; VISUAL CORTEX; VISUAL SYSTEM;

ANIMALS; MACACA FASCICULARIS; MACACA NEMESTRINA; MALE; MODELS, NEUROLOGICAL; NEURONS; PHOTIC STIMULATION; VISUAL CORTEX; VISUAL PATHWAYS;

EID: 84946429380     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.2815-13.2015     Document Type: Article

References (52)

1. Adelson EH, Bergen JR (1985) Spatiotemporal energy models for the perception of motion. J Opt Soc Am A 2:284-299. CrossRef Medline
2. Ahrens MB, Paninski L, Sahani M (2008) Inferring input nonlinearities in neural encoding models. Network 19:35-67. CrossRef Medline
3. Alonso JM, Usrey WM, Reid RC (2001) Rules of connectivity between geniculate cells and simple cells in cat primary visual cortex. J Neurosci 21:4002-4015. Medline
4. Barlow HB, Levick WR (1965) The mechanism of directionally selective units in rabbit’s retina. J Physiol 178:477-504. CrossRef Medline
5. Bracewell RN (2000) The Fourier transform and its applications. New York: McGraw-Hill.
6. Brenner N, Bialek W, de Ruyter van Steveninck R (2000) Adaptive rescaling maximizes information transmission. Neuron 26:695-702. CrossRef Medline
7. Carandini M, Heeger DJ, Movshon JA (1997) Linearity and normalization in simple cells of the macaque primary visual cortex. J Neurosci 17:8621-8644. Medline
8. Cavanaugh JR, Bair W, Movshon JA (2002) Nature and interaction of signals from the receptive field center and surround in macaque V1 neurons. J Neurophysiol 88:2530-2546. CrossRef Medline
9. Chen X, Han F, Poo MM, Dan Y (2007) Excitatory and suppressive receptive field subunits in awake monkey primary visual cortex (V1). Proc Natl Acad Sci U S A 104:19120-19125. CrossRef Medline
10. Chichilnisky EJ (2001) A simple white noise analysis of neuronal light responses. Network 12:199-213. CrossRef Medline
11. De Boer E, Kuyper P (1968) Triggered correlation. IEEE Trans Biomed Eng 15:169-179.
12. CrossRef
13. Eickenberg M, Rowekamp RJ, Kouh M, Sharpee TO (2012) Characterizing responses of translation-invariant neurons to natural stimuli: maximally informative invariant dimensions. Neural Comput 24:2384-2421. CrossRef Medline
14. Emerson RC, Bergen JR, Adelson EH (1992) Directionally selective complex cells and the computation of motion energy in cat visual cortex. Vision Res 32:203-218. CrossRef Medline
15. Fairhall AL, Burlingame CA, Narasimhan R, Harris RA, Puchalla JL, Berry MJ 2nd (2006) Selectivity for multiple stimulus features in retinal ganglion cells. J Neurophysiol 96:2724-2738. CrossRef Medline
16. Freeman J, Simoncelli EP (2011) Metamers of the ventral stream. Nat Neurosci 14:1195-1201. CrossRef Medline
17. Freeman J, Ziemba CM, Heeger DJ, Simoncelli EP, Movshon JA (2013) A functional and perceptual signature of the second visual area in primates. Nat Neurosci 16:974-981. CrossRef Medline
18. Fukushima K (1980) Neocognitron: a self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position. Biol Cybern 36:193-202. CrossRef Medline
19. Heeger DJ (1992) Normalization of cell responses in cat striate cortex. Vis Neurosci 9:181-197. CrossRef Medline
20. Hochstein S, Shapley RM (1976) Linear and nonlinear spatial subunits in Y cat retinal ganglion cells. J Physiol 262:265-284. CrossRef Medline
21. Hubel DH, Wiesel TN (1962) Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex. J Physiol 160:106-154. CrossRef Medline
22. Jarrett K, Kavukcuoglu K, Ranzato MA, LeCun Y (2009) What is the best multi-stage architecture for object recognition? In: IEEE International Conference on Comput Vis (ICCV), pp 2146-2153. Kyoto, Japan. CrossRef
23. Jones JP, Palmer LA (1987) The two-dimensional spatial structure of simple receptive fields in cat striate cortex. J Neurophysiol 58:1187-1211. Medline
24. Kaardal J, Fitzgerald JD, Berry MJ 2nd, Sharpee TO (2013) Identifying functional bases for multidimensional neural computations. Neural Comput 25:1870-1890. CrossRef Medline
25. Lau B, Stanley GB, Dan Y (2002) Computational subunits of visual cortical neurons revealed by artificial neural networks. Proc Natl Acad Sci U S A 99:8974-8979. CrossRef Medline
26. LeCun Y, Bengio Y (1995) Convolutional networks for images, speech, and time series. In: The handbook of brain theory and neural networks (Arbib MA, ed.), pp 276-278. Cambridge, MA: MIT.
27. LeCun Y, Boser B, Denker JS, Henderson D, Howard RE, Hubbard W, Jackel LD (1989) Backpropagation applied to handwritten zip code recognition. Neural Computation 1:541-551. CrossRef
28. Lochmann T, Blanche T, Butts DA (2013) Construction of direction selectivity through local energy computations in primary visual cortex. PLoS One 8:e58666. CrossRef Medline
29. Marmarelis PZ, Marmarelis VZ (1978) Analysis of physiological systems: the white noise approach. Boston: Springer.
30. Mechler F, Ringach DL (2002) On the classification of simple and complex cells. Vision Res 42:1017-1033. CrossRef Medline
31. Movshon JA, Thompson ID, Tolhurst DJ (1978) Receptive field organization of complex cells in the cat’s striate cortex. J Physiol 283:79-99. CrossRef Medline
32. Nishimoto S, Ishida T, Ohzawa I (2006) Receptive field properties of neurons in the early visual cortex revealed by local spectral reverse correlation. J Neurosci 26:3269-3280. CrossRef Medline
33. Paninski L (2004) Maximum likelihood estimation of cascade pointprocess neural encoding models. Network 15:243-262. CrossRef Medline
34. Park M, Pillow JW (2011) Receptive field inference with localized priors. PLoS Comput Biol 7:e1002219. CrossRef Medline
35. Perrett DI, Oram MW (1993) Neurophysiology of shape processing. Image Vision Comput 11:317-333. CrossRef
36. Pillow JW, Simoncelli EP (2006) Dimensionality reduction in neural models: an information-theoretic generalization of spike-triggered average and covariance analysis. J Vis 6:9. CrossRef Medline
37. Poggio T, Edelman S (1990) A network that learns to recognize 3D objects. Nature 343:263-266. CrossRef Medline
38. Riesenhuber M, Poggio T (1999) Hierarchical models of object recognition in cortex. Nat Neurosci 2:1019-1025. CrossRef Medline
39. Rust NC, Schwartz O, Movshon JA, Simoncelli EP (2005) Spatiotemporal elements of macaque V1 receptive fields. Neuron 46:945-956. CrossRef Medline
40. Sasaki KS, Ohzawa I (2007) Internal spatial organization of receptive fields of complex cells in the early visual cortex. J Neurophysiol 98:1194-1212. CrossRef Medline
41. Schwartz O, Pillow JW, Rust NC, Simoncelli EP (2006) Spike-triggered neural characterization. J Vis 6:13. CrossRef Medline
42. Sclar G, Maunsell JH, Lennie P (1990) Coding of image contrast in central visual pathways of the macaque monkey. Vision Res 30:1-10. CrossRef Medline
43. Sharpee T, Rust NC, Bialek W (2004) Analyzing neural responses to natural signals: maximally informative dimensions. Neural Comput 16:223-250. CrossRef Medline
44. Simoncelli EP, Paninski L, Pillow J, Schwartz O (2004) Characterization of neural responses with stochastic stimuli. Cogn Neurosci 3:327-338.
45. Steveninck RDRV, Bialek W (1988) Real-time performance of a movementsensitive neuron in the blowfly visual system: coding and information transfer in short spike sequences. Proc R Soc B Biol Sci 234:379-414. CrossRef
46. Touryan J, Lau B, Dan Y (2002) Isolation of relevant visual features from random stimuli for cortical complex cells. J Neurosci 22:10811-10818. Medline
47. Touryan J, Felsen G, Dan Y (2005) Spatial structure of complex cell receptive fields measured with natural images. Neuron 45:781-791. CrossRef Medline
48. Victor JD, Shapley RM (1979) The nonlinear pathway of Y ganglion cells in the cat retina. J Gen Physiol 74:671-689. CrossRef Medline
49. Vintch B (2013) Structured hierarchical models for neurons in the early visual system. PhD Thesis, Center for Neural Science, New York University.
50. Vintch B, Zaharia AD, Movshon JA, Simoncelli EP (2012) Efficient and direct estimation of a neural subunit model for sensory coding. Adv Neural Inf Process Syst 25:3113-3121. Medline
51. Wallis G, Rolls ET (1997) Invariant face and object recognition in the visual system. Prog Neurobiol 51:167-194. CrossRef Medline
52. Young F, De Leeuw J, Takane Y (1976) Regression with qualitative and quantitative variables: an alternating least-squaresmethod with optimal scaling features. Psychometrika 43:279-281.