Artificial retina: The multichannel processing of the mammalian retina achieved with a neuromorphic asynchronous light acquisition device

Journal of Neural Engineering

Volumn 9, Issue 6, 2012, Pages

  Lorach, Henri ^a,b   Benosman, Ryad ^a,b   Marre, Olivier ^a,b   Ieng, Sio Hoi ^a,b   Sahel, José A ^a,b,c,d,e   Picaud, Serge ^a,b,e  

^a INSTITUT DE LA VISION   (France)

^b SORBONNE UNIVERSITÉ   (France)

^c CENTRE HOSPITALIER NATIONAL D OPHTALMOLOGIE DES QUINZE VINGTS   (France)

^d UNIVERSITY COLLEGE LONDON   (United Kingdom)

^e FONDATION OPHTALMOLOGIQUE ADOLPHE DE ROTHSCHILD   (France)

Author keywords

[No Author keywords available]

Indexed keywords

ACCURATE MODELING; ACQUISITION DEVICE; ARTIFICIAL RETINAS; BIOLOGICAL RETINA; BIOLOGICAL VISIONS; EVENT-BASED; FANO FACTOR; GANGLION CELLS; LIGHT SENSOR; MULTICHANNEL PROCESSING; NEUROMORPHIC; PHYSIOLOGICAL DATA; PHYSIOLOGICAL MEASUREMENT; PROSTHETIC DEVICES; RETINAL PHYSIOLOGY; SPATIO-TEMPORAL; TEMPORAL CODING; TEMPORAL PRECISION; TEMPORAL PROPERTY; VISUAL REHABILITATION; VISUAL SYSTEMS;

ALDEHYDES; DATA PROCESSING; MAMMALS; OPHTHALMOLOGY; PHYSIOLOGY; PROSTHETICS;

PHYSIOLOGICAL MODELS;

ACCURACY; ARTICLE; ARTIFICIAL ORGAN; ASYNCHRONOUS DYNAMIC VISION SENSOR; CELL TYPE; CONSTANTS AND COEFFICIENTS; CONTROLLED STUDY; LIGHT; MULTICHANNEL RECORDER; PRIORITY JOURNAL; RELIABILITY; RETINA; RETINA BIPOLAR GANGLION CELL; SENSOR; SPIKE; STATISTICAL MODEL; VISUAL PROSTHESIS; VISUAL SYSTEM;

ALGORITHMS; ANIMALS; COMPUTER GRAPHICS; COMPUTER SIMULATION; ELECTRONICS; EYE, ARTIFICIAL; LIGHT; MAMMALS; MODELS, NEUROLOGICAL; NONLINEAR DYNAMICS; PATCH-CLAMP TECHNIQUES; PHOTIC STIMULATION; RETINA; RETINAL GANGLION CELLS;

MAMMALIA;

EID: 84870400907     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/9/6/066004     Document Type: Article

References (42)

1. Roska B, Molnar A and Werblin F S 2006 Parallel processing in retinal ganglion cells: how integration of space-time patterns of excitation and inhibition form the spiking output J. Neurophysiol. 95 3810-22
2. Berry M J, Warland D K and Meister M 1997 The structure and precision of retinal spike trains Proc. Natl Acad. Sci. USA 94 5411-6
3. Gollisch T and Meister M 2008 Rapid neural coding in the retina with relative spike latencies Science 319 1108-11
4. Munch T A, da Silveira R A, Siegert S, Viney T J, Awatramani G B and Roska B 2009 Approach sensitivity in the retina processed by a multifunctional neural circuit Nature Neurosci. 12 1308-16
5. Gollisch T and Meister M 2010 Eye smarter than scientists believed: neural computations in circuits of the retina Neuron 65 150-64
6. Schmolesky M T, Wang Y, Hanes D P, Thompson K G, Leutgeb S, Schall J D and Leventhal A G 1998 Signal timing across the macaque visual system J. Neurophysiol. 79 3272-8
7. Thorpe S, Fize D and Marlot C 1996 Speed of processing in the human visual system Nature 381 520-2
8. Fabre-Thorpe M, Richard G and Thorpe S J 1998 Rapid categorization of natural images by rhesus monkeys NeuroReport 9 303-8
9. Van Rullen R and Thorpe S J 2011 Rate coding versus temporal order coding: what the retinal ganglion cells tell the visual cortex Neural Comput. 13 1255-83
10. Masland R H 2001 The fundamental plan of the retina Nature Neurosci. 4 877-86
11. Roska B and Werblin F 2001 Vertical interactions across ten parallel, stacked representations in the mammalian retina Nature 410 583-7
12. Publio R, Oliveira R F and Roque A C 2009 A computational study on the role of gap junctions and rod conductance in the enhancement of the dynamic range of the retina PLoS ONE 4 e6970
13. Balya D, Roska B, Roska T and Werblin F S 2002 A CNN framework for modeling parallel processing in a mammalian retina Int. J. Circuit Theory Appl. 30 363-93
14. Meister M, Michael J and Berry I 1999 The neural code of the retina Neuron 22 435-50
15. Pillow J W, Paninski L, Uzzell V J, Simoncelli E P and Chichilnisky E J 2005 Prediction and decoding of retinal ganglion cell responses with a probabilistic spiking model J. Neurosci. 25 11003-13
16. Wohrer A and Kornprobst P 2009 Virtual retina : a biological retina model and simulator, with contrast gain control J. Comput. Neurosci. 26 219-49 (arXiv:10.1007/s10827-008-0108-4)
17. Pillow J W, Shlens J, Paninski L, Sher A, Litke A M, Chichilnisky E J and Simoncelli E P 2008 Spatio-temporal correlations and visual signalling in a complete neuronal population Nature 454 995-9
18. Werblin F 1991 Synaptic connections, receptive fields and patterns of activity in the tiger salamander retina. A simulation of patterns of activity formed at each cellular level from photoreceptors to ganglion cells Invest. Ophthalmol. Vis. Sci. 32 459-83 (the Friendenwald lecture) Werblin F 1991 Invest. Ophthalmol. Vis. Sci. 32 2440 (erratum)
19. Vörösházi Z, Nagy Z and Szolgay P 2009 FPGA-based real time multichannel emulated-digital retina model implementation EURASIP J. Adv. Signal Process. 2009 749838
20. Humayun M S et al 2003 Visual perception in a blind subject with a chronic microelectronic retinal prosthesis Vis. Res. 43 2573-81
21. Mead C 1989 Analog VLSI and Neural Systems (Boston, MA: Addison-Wesley)
22. Vogelstein R J, Mallik U, Culurciello E, Cauwenberghs G and Etienne-Cummings R 2007 A multichip neuromorphic system for spike-based visual information processing Neural Comput. 19 2281-300
23. Zaghloul K A and Boahen K A 2005 An ON-OFF log domain circuit that recreates adaptive filtering in the retina IEEE Trans. Circuits Syst. I 52 99-107
24. Zaghloul K A and Boahen K 2006 A silicon retina that reproduces signals in the optic nerve J. Neural Eng. 3 257-67
25. Lichtsteiner P, Posch C and Delbruck T 2008 A 128 x 128-120db-15us latency asynchronous temporal contrast vision sensor IEEE J. Solid-State Circuits 43 566-76
26. Uzzell V J and Chichilnisky E J 2004 Precision of spike trains in primate retinal ganglion cells J. Neurophysiol. 92 780-9
27. Perlman I and Normann R A 1998 Light adaptation and sensitivity controlling mechanisms in vertebrate photoreceptors Prog. Retin. Eye Res. 17 523-63
28. Schnapf J L, Nunn B J, Meister M and Baylor D A 1990 Visual transduction in cones of the monkey Macaca fascicularis J. Physiol. 427 681-713
29. Schneeweis D M and Schnapf J L 1999 The photovoltage of macaque cone photoreceptors: adaptation, noise and kinetics J. Neurosci. 19 1203-16
30. Baylor D A and Fettiplace R 1977 Transmission from photoreceptors to ganglion cells in turtle retina J. Physiol. 271 391-424
31. Bolz J, Rosner G and Wässle H 1982 Response latency of brisk-sustained (x) and brisk-transient (y) cells in the cat retina J. Physiol. 328 171-90
32. Gollisch T and Meister M 2008 Modeling convergent on and off pathways in the early visual system Biol. Cybern. 99 263-78
33. Fairhall A L, Burlingame C A, Narasimhan R, Harris R A, Puchalla J L and Berry M J 2006 Selectivity for multiple stimulus features in retinal ganglion cells J. Neurophysiol. 96 2724-38
34. Nirenberg S, Carcieri S M, Jacobs A L and Latham P E 2001 Retinal ganglion cells act largely as independent encoders Nature 411 698-701
35. de Ruyter van Steveninck R R, Lewen G D, Strong S P, Koberle R and Bialek W 1997 Reproducibility and variability in neural spike trains Science 275 1805-8
36. Berry II M J and Meister M 1998 Refractoriness and neural precision J. Neurosci. 18 2200-11
37. Rudolph-Lilith M, Dubois M and Destexhe A 2012 Analytical integrate-and-fire neuron models with conductance-based dynamics and realistic postsynaptic potential time course for event-driven simulation strategies Neural Comput. 24 1426-61
38. Serrano-Gotarredona R et al 2009 Caviar: a 45k neuron, 5M synapse, 12G connects/s AER hardware sensory-processing-learning-actuating system for high-speed visual object recognition and tracking IEEE Trans. Neural Netw. 20 1417-38
39. Linares-Barranco A, Paz-Vicente R, Gómez Rodriguez F, Jiménez A, Rivas M, Jiménez G and Civit A 2010 On the aer convolution processors for FPGA ISCAS: Proc. IEEE Int. Symp. on Circuits and Systems pp 4237-40
40. Zhou D D and Greenbaum E 2009 Implantable Neural Prostheses 1: Devices and Applications vol 1 (Biological and Medical Physics, Biomedical Engineering) (Berlin: Springer)
41. Anding B, Cui J, Yu-Ping M, Olshevskaya E, Mingliang P, Dizhoor A M and Pan Z-H 2006 Ectopic expression of a microbial-type rhodopsin restores visual responses in mice with photoreceptor degeneration Neuron 50 23-33
42. Sekirnjak C, Hottowy P, Sher A, Dabrowski W, Litke A M and Chichilnisky E J 2008 High-resolution electrical stimulation of primate retina for epiretinal implant design J. Neurosci. 28 4446-56