Cortical visual prostheses: From microstimulation to functional percept
Abstract
Cortical visual prostheses are intended to restore vision by targeted electrical stimulation of the visual cortex. The perception of spots of light, called phosphenes, resulting from microstimulation of the visual pathway, suggests the possibility of creating meaningful percept made of phosphenes. However, to date electrical stimulation of V1 has still not resulted in perception of phosphenated images that goes beyond punctate spots of light. In this review, we summarize the clinical and experimental progress that has been made in generating phosphenes and modulating their associated perceptual characteristics in human and macaque primary visual cortex (V1). We focus specifically on the effects of different microstimulation parameters on perception and we analyse key challenges facing the generation of meaningful artificial percepts. Finally, we propose solutions to these challenges based on the application of supervised learning of population codes for spatial stimulation of visual cortex.
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Electrical stimulation of small groups of neurons in visual prostheses evokes a percept of spatially localized flashes of light called phosphenes.
“through electrical stimulation of small groups of neurons, they evoke a percept of spatially localized flashes of light, called phosphenes (Brindley & Lewin, 1968; Najarpour Foroushani, Pack, & Sawan, 2018).”
From End-to-end optimization of prosthetic vision (2022) · cites this paper as Najarpour Foroushani, Pack, & Sawan, 2018
Cortical visual prostheses currently do not allow for systematic control over phosphene brightness.
“At this time, cortical visual prostheses do not allow for systematic control over phosphene brightness (Najarpour Foroushani et al., 2018; Troyk et al., 2003).”
From End-to-end optimization of prosthetic vision (2022) · cites this paper as Najarpour Foroushani et al., 2018
Cites
Distributed hierarchical processing in the primate cerebral cortex
Felleman, D. J., & Van Essen, D. C. (1991) · Cerebral Cortex · doi:10.1093/cercor/1.1.1 · Cited by 7,783 · see citing works
Receptive fields and functional architecture of monkey striate cortex
Hubel, D. H., & Wiesel, T. N. (1968) · The Journal of Physiology · doi:10.1113/jphysiol.1968.sp008455 · Cited by 6,520 · see citing works
Global estimates of visual impairment: 2010
Pascolini, D., & Mariotti, S. P. (2011) · British Journal of Ophthalmology · doi:10.1136/bjophthalmol-2011-300539 · Cited by 3,773 · see citing works
Which elements are excited in electrical stimulation of mammalian central nervous system: A review
Ranck, J. B. (1975) · Brain Research · doi:10.1016/0006-8993(75)90364-9 · Cited by 2,024 · see citing works
The plastic human brain cortex
Pascual-Leone, A., Amedi, A., Fregni, F., & Merabet, L. B. (2005) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.27.070203.144216 · Cited by 1,929 · see citing works
An enzymic 'latch' on a global carbon store
Freeman, C., Ostle, N., & Kang, H. (2001) · Nature · doi:10.1038/35051650 · Cited by 1,290 · see citing works
Activation of the primary visual cortex by Braille reading in blind subjects
Sadato, N., Pascual-Leone, A., Grafman, J., Ibañez, V., Deiber, M.-P., Dold, G., & Hallett, M. (1996) · Nature · doi:10.1038/380526a0 · Cited by 1,253 · see citing works
The sensations produced by electrical stimulation of the visual cortex
Brindley, G. S., & Lewin, W. S. (1968) · The Journal of Physiology · doi:10.1113/jphysiol.1968.sp008519 · Cited by 1,170 · cited 10× · see citing works
“It was capable of producing percepts of discrete, clustered, and diffuse points of light [7].”
BackgroundInfluentialThe representation of the visual field on the cerebral cortex in monkeys
Daniel, P. M., & Whitteridge, D. (1961) · The Journal of Physiology · doi:10.1113/jphysiol.1961.sp006803 · Cited by 1,147 · see citing works
Cross-modal plasticity: where and how?
Bavelier, D., & Neville, H. J. (2002) · Nature Reviews Neuroscience · doi:10.1038/nrn848 · Cited by 1,040 · see citing works
The C.I.E. colorimetric standards and their use
Smith, T. J., & Guild, J. (1931) · Transactions of the Optical Society · doi:10.1088/1475-4878/33/3/301 · Cited by 1,034 · see citing works
Functional relevance of cross-modal plasticity in blind humans
Cohen, L. G., Celnik, P., Pascual-Leone, A., Corwell, B., Faiz, L., Dambrosia, J., Honda, M., Sadato, N., Gerloff, C., Catala´, M. D., et al. (1997) · Nature · doi:10.1038/38278 · Cited by 911 · see citing works
Receptive field dynamics in adult primary visual cortex
Gilbert, C. D., & Wiesel, T. N. (1992) · Nature · doi:10.1038/356150a0 · Cited by 871 · see citing works
Mishkin, M., & Ungerleider, L. G. (1982) · Behavioural Brain Research · doi:10.1016/0166-4328(82)90081-x · Cited by 810 · see citing works
Eye movements evoked by stimulation of frontal eye fields.
Robinson, D. A., & Fuchs, A. F. (1969) · Journal of Neurophysiology · doi:10.1152/jn.1969.32.5.637 · Cited by 771 · see citing works
Spatiotemporal Dynamics of Cortical Sensorimotor Integration in Behaving Mice
Férézou, I., Haiss, F., Gentet, L. J., Aronoff, R., Weber, B., & Petersen, C. C. H. (2007) · Neuron · doi:10.1016/j.neuron.2007.10.007 · Cited by 692 · see citing works
Development and plasticity of the primary visual cortex
Espinosa, J. S., & Stryker, M. P. (2012) · Neuron · doi:10.1016/j.neuron.2012.06.009 · Cited by 672 · see citing works
Schmidt, E. M., Bak, M. J., Hambrecht, F. T., Kufta, C. V., O'Rourke, D. K., & Vallabhanath, P. (1996) · Brain · doi:10.1093/brain/119.2.507 · Cited by 672 · see citing works
Stoney, S. D., Thompson, W., & Asanuma, H. (1968) · Journal of Neurophysiology · doi:10.1152/jn.1968.31.5.659 · Cited by 670 · see citing works
Microstimulation in visual area MT: effects on direction discrimination performance
Salzman, C., Murasugi, C., Britten, K., & Newsome, W. (1992) · The Journal of Neuroscience · doi:10.1523/jneurosci.12-06-02331.1992 · Cited by 657 · see citing works
Decoding motor imagery from the posterior parietal cortex of a tetraplegic human
Aflalo, T., Kellis, S., Klaes, C., Lee, B., Shi, Y., Pejsa, K., Shanfield, K., Hayes-Jackson, S., Aisen, M., Heck, C., et al. (2015) · Science · doi:10.1126/science.aaa5417 · Cited by 649 · see citing works
Reorganization of Retinotopic Cortical Maps in Adult Mammals After Lesions of the Retina
Kaas, J. H., Krubitzer, L. A., Chino, Y. M., Langston, A., Polley, E. H., & Blair, N. P. (1990) · Science · doi:10.1126/science.2326637 · Cited by 647 · see citing works
Improved auditory spatial tuning in blind humans
Röder, B., Teder-Sälejärvi, W. A., Sterr, A., Rösler, F., Hillyard, S. A., & Neville, H. J. (1999) · Nature · doi:10.1038/22106 · Cited by 642 · see citing works
Histed, M. H., Bonin, V., & Reid, R. C. (2009) · Neuron · doi:10.1016/j.neuron.2009.07.016 · Cited by 604 · see citing works
Early ‘visual’ cortex activation correlates with superior verbal memory performance in the blind
Amedi, A., Raz, N., Pianka, P., Malach, R., & Zohary, E. (2003) · Nature Neuroscience · doi:10.1038/nn1072 · Cited by 591 · see citing works
Compensatory plasticity and sensory substitution in the cerebral cortex
Rauschecker, J. P. (1995) · Trends in Neurosciences · doi:10.1016/0166-2236(95)93948-w · Cited by 590 · see citing works
Artificial Vision for the Blind by Connecting a Television Camera to the Visual Cortex
Dobelle, W. H. (2000) · ASAIO Journal · doi:10.1097/00002480-200001000-00002 · Cited by 584 · see citing works
The basic mechanism for the electrical stimulation of the nervous system
Rattay, F. (1999) · Neuroscience · doi:10.1016/s0306-4522(98)00330-3 · Cited by 572 · see citing works
Chapter 27 The metamodal organization of the brain
Pascual-Leone, A., & Hamilton, R. (2001) · Progress in Brain Research · doi:10.1016/s0079-6123(01)34028-1 · Cited by 540 · see citing works
Sparse optical microstimulation in barrel cortex drives learned behaviour in freely moving mice
Huber, D., Petreanu, L., Ghitani, N., Ranade, S., Hromádka, T., Mainen, Z., & Svoboda, K. (2008) · Nature · doi:10.1038/nature06445 · Cited by 539 · see citing works
Partitioning neuronal variability
Goris, R. L. T., Movshon, J. A., & Simoncelli, E. P. (2014) · Nature Neuroscience · doi:10.1038/nn.3711 · Cited by 528 · see citing works
Behavioural report of single neuron stimulation in somatosensory cortex
Houweling, A., & Brecht, M. (2008) · Nature · doi:10.1038/nature06447 · Cited by 492 · see citing works
A Positron Emission Tomographic Study of Auditory Localization in the Congenitally Blind
Weeks, R., Horwitz, B., Aziz‐Sultan, M. A., Tian, B., Wessinger, C. M., Cohen, L. G., Hallett, M., & Rauschecker, J. P. (2000) · Journal of Neuroscience · doi:10.1523/jneurosci.20-07-02664.2000 · Cited by 486 · see citing works
Cross-modal plasticity and cochlear implants
Lee, D. S., Lee, J. S., Oh, S. H., Kim, S.-K., Kim, J.-W., Chung, J., Lee, M. C., & Kim, C. S. (2001) · Nature · doi:10.1038/35051653 · Cited by 481 · see citing works
Electrical stimulation of neural tissue to evoke behavioral responses
Tehovnik, E. J. (1996) · Journal of Neuroscience Methods · doi:10.1016/0165-0270(95)00131-x · Cited by 478 · see citing works
Dobelle, W. H., & Mladejovsky, M. G. (1974) · The Journal of Physiology · doi:10.1113/jphysiol.1974.sp010766 · Cited by 468 · see citing works
Photovoltaic retinal prosthesis with high pixel density
Mathieson, K., Loudin, J., Goetz, G. A., Huie, P., Wang, L., Kamins, T. I., Galambos, L., Smith, R., Harris, J. S., Sher, A., et al. (2012) · Nature Photonics · doi:10.1038/nphoton.2012.104 · Cited by 460 · see citing works
Dobelle, W. H., Mladejovsky, M. G., & Girvin, J. P. (1974) · Science · doi:10.1126/science.183.4123.440 · Cited by 440 · see citing works
The Effect of Perceptual Learning on Neuronal Responses in Monkey Visual Area V4
Yang, T., & Maunsell, J. H. R. (2004) · The Journal of Neuroscience · doi:10.1523/jneurosci.4442-03.2004 · Cited by 427 · see citing works
Speech processing activates visual cortex in congenitally blind humans
Röder, B., Stock, O., Bien, S., Neville, H. J., & Rösler, F. (2002) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2002.02147.x · Cited by 373 · see citing works
Adaptive Changes in Early and Late Blind: A fMRI Study of Braille Reading
Burton, H., Snyder, A. Z., Conturo, T. E., Akbudak, E., Ollinger, J. M., & Raichle, M. E. (2002) · Journal of Neurophysiology · doi:10.1152/jn.00285.2001 · Cited by 369 · see citing works
The ON and OFF channels of the visual system
Schiller, P. H. (1992) · Trends in Neurosciences · doi:10.1016/0166-2236(92)90017-3 · Cited by 365 · see citing works
Microstimulation of inferotemporal cortex influences face categorization
Afraz, S.-R., Kiani, R., & Esteky, H. (2006) · Nature · doi:10.1038/nature04982 · Cited by 363 · see citing works
Tsunoda, K., Yamane, Y., Nishizaki, M., & Tanifuji, M. (2001) · Nature Neuroscience · doi:10.1038/90547 · Cited by 359 · see citing works
The effects of electrical microstimulation on cortical signal propagation
Logothetis, N. K., Augath, M. A., Murayama, Y., Rauch, A., Sultan, F. R., Goense, J. B. M., Oeltermann, A., & Merkle, H. (2010) · Nature Neuroscience · doi:10.1038/nn.2631 · Cited by 353 · see citing works
Neural networks for Braille reading by the blind
Sadato, N. (1998) · Brain · doi:10.1093/brain/121.7.1213 · Cited by 352 · see citing works
Jankowska, E., & Roberts, W. J. (1972) · The Journal of Physiology · doi:10.1113/jphysiol.1972.sp009817 · Cited by 330 · see citing works
Harvey, B. M., & Dumoulin, S. O. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.2572-11.2011 · Cited by 311 · see citing works
Maunsell, J. H. R., & Essen, D. C. V. (1987) · The Journal of Comparative Neurology · doi:10.1002/cne.902660407 · Cited by 308 · see citing works
Rapid reorganization of cortical maps in adult cats following restricted deafferentation in retina
Chino, Y. M., Kaas, J. H., Smith, E. L., III, Langston, A., & Cheng, H. (1992) · Vision Research · doi:10.1016/0042-6989(92)90021-a · Cited by 307 · see citing works
Topographic reorganization in the striate cortex of the adult cat and monkey is cortically mediated
Darian‐Smith, C., & Gilbert, C. (1995) · Journal of Neuroscience · doi:10.1523/jneurosci.15-03-01631.1995 · Cited by 306 · see citing works
Visual sensations produced by intracortical microstimulation of the human occipital cortex
Bak, M., Girvin, J. P., Hambrecht, F. T., Kufta, C. V., Loeb, G. E., & Schmidt, E. M. (1990) · Medical & Biological Engineering & Computing · doi:10.1007/bf02442682 · Cited by 299 · see citing works
MST Neurons Respond to Optic Flow and Translational Movement
Duffy, C. J. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.80.4.1816 · Cited by 277 · see citing works
Direct and indirect activation of nerve cells by electrical pulses applied extracellularly.
Gustafsson, B., & Jankowska, E. (1976) · The Journal of Physiology · doi:10.1113/jphysiol.1976.sp011405 · Cited by 276 · see citing works
Selective Microstimulation of Central Nervous System Neurons
McIntyre, C. C., & Grill, W. M. (2000) · Annals of Biomedical Engineering · doi:10.1114/1.262 · Cited by 259 · see citing works
Higher Order Visual Processing in Macaque Extrastriate Cortex
Orban, G. A. (2008) · Physiological Reviews · doi:10.1152/physrev.00008.2007 · Cited by 257 · see citing works
“Braille” reading by a blind volunteer by visual cortex stimulation
DOBELLE, W. H., MLADEJOVSKY, M. G., EVANS, J. R., ROBERTS, T. S., & GIRVIN, J. P. (1976) · Nature · doi:10.1038/259111a0 · Cited by 253 · see citing works
Mapping Cortical Activity Elicited with Electrical Microstimulation Using fMRI in the Macaque
Tolias, A. S., Sultan, F. R., Augath, M. A., Oeltermann, A., Tehovnik, E. J., Schiller, P. H., & Logothetis, N. K. (2005) · Neuron · doi:10.1016/j.neuron.2005.11.034 · Cited by 250 · see citing works
Butovas, S., & Schwarz, C. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00245.2003 · Cited by 246 · see citing works
Spinal branching of corticospinal axons in the cat
Shinoda, Y., Arnold, A. P., & Asanuma, H. (1976) · Experimental Brain Research · doi:10.1007/bf00234928 · Cited by 243 · see citing works
Lewis, P. M., Ackland, H. M., Lowery, A. J., & Rosenfeld, J. V. (2015) · Brain Research · doi:10.1016/j.brainres.2014.11.020 · Cited by 228 · see citing works
Lack of long-term cortical reorganization after macaque retinal lesions
Smirnakis, S. M., Brewer, A. A., Schmid, M. C., Tolias, A. S., Schüz, A., Augath, M. A., INHOFFEN, W., Wandell, B. A., & Logothetis, N. K. (2005) · Nature · doi:10.1038/nature03495 · Cited by 220 · see citing works
In Vivo Calcium Imaging of Neural Network Function
Göbel, W., & Helmchen, F. (2007) · Physiology · doi:10.1152/physiol.00032.2007 · Cited by 206 · see citing works
Akaike, T., Fanardjian, V. V., Ito, M., Kumada, M., & Nakajima, H. (1973) · Experimental Brain Research · doi:10.1007/bf00234863 · Cited by 205 · see citing works
Wireless smart implants dedicated to multichannel monitoring and microstimulation
Sawan, M., Hu, Y., & Coulombe, J. (2005) · IEEE Circuits and Systems Magazine · doi:10.1109/mcas.2005.1405898 · Cited by 201 · see citing works
Self-citationSimulation of a phosphene-based visual field: Visual acuity in a pixelized vision system
Cha, K., Horch, K., & Normann, R. A. (1992) · Annals of Biomedical Engineering · doi:10.1007/bf02368135 · Cited by 198 · see citing works
High-Resolution Electrical Stimulation of Primate Retina for Epiretinal Implant Design
Sekirnjak, C., Hottowy, P., Sher, A., Dąbrowski, W., Litke, A. M., & Chichilnisky, E. J. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.5138-07.2008 · Cited by 195 · see citing works
Large-scale remapping of visual cortex is absent in adult humans with macular degeneration
Baseler, H. A., Gouws, A. D., Haak, K. V., Racey, C., Crossland, M. D., Tufail, A., Rubin, G. S., Cornelissen, F. W., & Morland, A. B. (2011) · Nature Neuroscience · doi:10.1038/nn.2793 · Cited by 193 · see citing works
Electrical Stimulation of the Brain in Behavioral Context
Doty, R. W. (1969) · Annual Review of Psychology · doi:10.1146/annurev.ps.20.020169.001445 · Cited by 191 · see citing works
Visual prostheses for the blind
Shepherd, R. K., Shivdasani, M. N., Nayagam, D. A. X., Williams, C. E., & Blamey, P. J. (2013) · Trends in biotechnology · doi:10.1016/j.tibtech.2013.07.001 · Cited by 181 · see citing works
What blindness can tell us about seeing again: merging neuroplasticity and neuroprostheses
Merabet, L. B., Rizzo, J. F., Amedi, A., Somers, D. C., & Pascual-Leone, A. (2005) · Nature reviews. Neuroscience · doi:10.1038/nrn1586 · Cited by 179 · see citing works
Adaptation maintains population homeostasis in primary visual cortex
Benucci, A., Saleem, A. B., & Carandini, M. (2013) · Nature Neuroscience · doi:10.1038/nn.3382 · Cited by 168 · see citing works
A model for intracortical visual prosthesis research
Troyk, P., Bak, M., Berg, J., Bradley, D., Cogan, S., Erickson, R., Kufta, C., McCreery, D., Schmidt, E., & Towle, V. (2003) · Artificial Organs · doi:10.1046/j.1525-1594.2003.07308.x · Cited by 166 · see citing works
Further study on the excitation of pyramidal tract cells by intracortical microstimulation
Asanuma, H., Arnold, A. P., & Zarzecki, P. (1976) · Experimental Brain Research · doi:10.1007/bf00238820 · Cited by 165 · see citing works
Alexia for Braille following bilateral occipital stroke in an early blind woman
Hamilton, R., Keenan, J. P., Catala, M., & Pascual-Leone, A. (2000) · Neuroreport · doi:10.1097/00001756-200002070-00003 · Cited by 165 · see citing works
Non-rectangular waveforms for neural stimulation with practical electrodes
Sahin, M., & Tie, Y. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/3/008 · Cited by 157 · see citing works
Anodal vs cathodal stimulation of motor cortex: A modeling study
Manola, L., Holsheimer, J., Veltink, P. H., & Buitenweg, J. R. (2006) · Clinical Neurophysiology · doi:10.1016/j.clinph.2006.09.012 · Cited by 154 · see citing works
Visuotopic Mapping Through a Multichannel Stimulating Implant in Primate V1
Bradley, D. C., Troyk, P. R., Berg, J. A., Bak, M., Cogan, S. F., Erickson, R. K., Kufta, C. V., Mascaro, M., McCreery, D. B., Schmidt, E. M., et al. (2004) · Journal of Neurophysiology · doi:10.1152/jn.01213.2003 · Cited by 153 · see citing works
Selective Activation of Neuronal Targets With Sinusoidal Electric Stimulation
Freeman, D. K., Eddington, D. K., Rizzo, J. F., & Fried, S. I. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00551.2010 · Cited by 149 · see citing works
A Modular 32-site wireless neural stimulation microsystem
Ghovanloo, M., & Najafi, K. (2004) · IEEE Journal of Solid-State Circuits · doi:10.1109/jssc.2004.837026 · Cited by 149 · see citing works
Dynamics of Depolarization and Hyperpolarization in the Frontal Cortex and Saccade Goal
Seidemann, E., Arieli, A., Grinvald, A., & Slovin, H. (2002) · Science · doi:10.1126/science.1066641 · Cited by 148 · see citing works
Microstimulation in visual area MT: effects of varying pulse amplitude and frequency
Murasugi, C., Salzman, C. D., & Newsome, W. T. (1993) · Journal of Neuroscience · doi:10.1523/jneurosci.13-04-01719.1993 · Cited by 145 · see citing works
Toward the development of a cortically based visual neuroprosthesis
Normann, R. A., Greger, B. A., House, P., Romero, S. F., Pelayo, F., & Fernandez, E. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/3/035001 · Cited by 143 · see citing works
Photovoltaic retinal prosthesis: implant fabrication and performance
Wang, L., Mathieson, K., Kamins, T. I., Loudin, J., Galambos, L., Goetz, G. A., Sher, A., Mandel, Y., Huie, P., Lavinsky, D., et al. (2012) · Journal of Neural Engineering · doi:10.1088/1741-2560/9/4/046014 · Cited by 142 · see citing works
Saccadic eye movements evoked by microstimulation of striate cortex
Tehovnik, E. J., Slocum, W. M., & Schiller, P. H. (2003) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2003.02489.x · Cited by 141 · see citing works
Cross-modal plasticity for sensory and motor activation patterns in blind subjects
Gizewski, E. R., Gasser, T., de Greiff, A., Boehm, A., & Forsting, M. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00114-9 · Cited by 137 · see citing works
Real and virtual mobility performance in simulated prosthetic vision
Dagnelie, G., Keane, P. A., Narla, V., Yang, L., Weiland, J. D., & Humayun, M. S. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/1/s11 · Cited by 131 · see citing works
Optoelectronic retinal prosthesis: system design and performance
Loudin, J., Simanovskii, D. M., Vijayraghavan, K., Sramek, C., Butterwick, A., Huie, P., McLean, G. Y., & Palanker, D. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/1/s09 · Cited by 130 · see citing works
Insights into cortical mechanisms of behavior from microstimulation experiments
Histed, M. H., Ni, A. M., & Maunsell, J. H. R. (2012) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2012.01.006 · Cited by 129 · see citing works
A Highly Flexible System for Microstimulation of the Visual Cortex: Design and Implementation
Coulombe, J., Sawan, M., & Gervais, J.-F. (2007) · IEEE Transactions on Biomedical Circuits and Systems · doi:10.1109/tbcas.2007.916026 · Cited by 129 · see citing works
Self-citationGu, Y., DeAngelis, G. C., & Angelaki, D. E. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.5154-11.2012 · Cited by 128 · see citing works
A Sparse Object Coding Scheme in Area V4
Carlson, E. T., Rasquinha, R. J., Zhang, K., & Connor, C. E. (2011) · Current Biology · doi:10.1016/j.cub.2011.01.013 · Cited by 118 · see citing works
Hierarchical processing of complex motion along the primate dorsal visual pathway
Mineault, P., Khawaja, F. A., Butts, D. A., & Pack, C. C. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1115685109 · Cited by 113 · see citing works
Self-citationBehavioral detection of electrical microstimulation in different cortical visual areas
Murphey, D. K., & Maunsell, J. H. R. (2007) · Current Biology · doi:10.1016/j.cub.2007.03.066 · Cited by 111 · see citing works
Perceiving electrical stimulation of identified human visual areas
Murphey, D. K., Maunsell, J. H. R., Beauchamp, M. S., & Yoshor, D. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0804998106 · Cited by 109 · see citing works
The Contribution of Area MT to Visual Motion Perception Depends on Training
Liu, L. D., & Pack, C. C. (2017) · Neuron · doi:10.1016/j.neuron.2017.06.024 · Cited by 108 · see citing works
Self-citationLewis, P. M., & Rosenfeld, J. V. (2016) · Brain Research · doi:10.1016/j.brainres.2015.08.038 · Cited by 107 · see citing works
Development of a cortical visual neuroprosthesis for the blind: the relevance of neuroplasticity
Fernández, E., Pelayo, F., Romero, S., Bongard, M., Marin, C., Alfaro, A., & Merabet, L. (2005) · Journal of Neural Engineering · doi:10.1088/1741-2560/2/4/r01 · Cited by 105 · see citing works
Spatially patterned electrical stimulation to enhance resolution of retinal prostheses
Jepson, L. H., Hottowy, P., Mathieson, K., Gunning, D. E., Dąbrowski, W., Litke, A. M., & Chichilnisky, E. J. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.2882-13.2014 · Cited by 103 · see citing works
Rewiring neural interactions by micro-stimulation
Rebesco, J. M. (2010) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2010.00039 · Cited by 93 · see citing works
Davis, T. S., Parker, R. A., House, P. A., Bagley, E. E., Wendelken, S., Normann, R. A., & Greger, B. E. (2012) · Journal of Neural Engineering · doi:10.1088/1741-2560/9/6/065003 · Cited by 91 · see citing works
Torab, K., Davis, T. S., Warren, D. J., House, P. A., Normann, R. A., & Greger, B. (2011) · Journal of Neural Engineering · doi:10.1088/1741-2560/8/3/035001 · Cited by 90 · see citing works
Joucla, S., & Yvert, B. (2011) · Journal of Physiology-Paris · doi:10.1016/j.jphysparis.2011.10.003 · Cited by 88 · see citing works
Phosphene induction and the generation of saccadic eye movements by striate cortex
Tehovnik, E. J., Slocum, W. M., Carvey, C. E., & Schiller, P. H. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00736.2004 · Cited by 87 · see citing works
Laminar Variation in Threshold for Detection of Electrical Excitation of Striate Cortex by Macaques
DeYoe, E. A., Lewine, J. D., & Doty, R. W. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00407.2005 · Cited by 85 · see citing works
Electrical Stimulation of the Retina to Produce Artificial Vision
Weiland, J. D., Walston, S. T., & Humayun, M. S. (2016) · Annual Review of Vision Science · doi:10.1146/annurev-vision-111815-114425 · Cited by 85 · see citing works
Schiller, P. H., & Tehovnik, E. J. (2008) · Perception · doi:10.1068/p6100 · Cited by 85 · see citing works
Phosphene induction by microstimulation of macaque V1
Tehovnik, E. J., & Slocum, W. M. (2007) · Brain Research Reviews · doi:10.1016/j.brainresrev.2006.11.001 · Cited by 83 · see citing works
Psychophysical evaluation for visual prosthesis
Dagnelie, G. (2008) · Annual Review of Biomedical Engineering · doi:10.1146/annurev.bioeng.10.061807.160529 · Cited by 82 · see citing works
Sensory Effects of Electrical Stimulation of the Visual and Paravisual Cortex in Man
Brindley, G. S. (1973) · Handbook of sensory physiology · doi:10.1007/978-3-642-65495-4_14 · Cited by 81 · see citing works
Current steering in retinal stimulation via a quasimonopolar stimulation paradigm
Matteucci, P. B., Chen, S. C., Tsai, D., Dodds, C. W. D., Dokos, S., Morley, J. W., Lovell, N. H., & Suaning, G. J. (2013) · Investigative Opthalmology & Visual Science · doi:10.1167/iovs.13-11653 · Cited by 79 · see citing works
Lorach, H., Goetz, G. A., Mandel, Y., Lei, X., Kamins, T. I., Mathieson, K., Huie, P., Dalal, R., Harris, J. S., & Palanker, D. (2014) · Vision Research · doi:10.1016/j.visres.2014.09.007 · Cited by 78 · see citing works
Psychophysics of Electrical Stimulation of Striate Cortex in Macaques
Bartlett, J. R., DeYoe, E. A., Doty, R. W., Lee, B. B., Lewine, J. D., Negrão, N., & Overman, W. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00406.2005 · Cited by 78 · see citing works
Cool, S. J., Smith, E. L., III, & Ghosh, A. K. (1979) · Journal of Optics · doi:10.1007/bf03549012 · Cited by 75 · see citing works
rTMS of the occipital cortex abolishes Braille reading and repetition priming in blind subjects
Kupers, R., Pappens, M., de Noordhout, A. M., Schoenen, J., Ptito, M., & Fumal, A. (2007) · Neurology · doi:10.1212/01.wnl.0000255958.60530.11 · Cited by 74 · see citing works
Microstimulation Reveals Limits in Detecting Different Signals from a Local Cortical Region
Ni, A. M., & Maunsell, J. H. R. (2010) · Current Biology · doi:10.1016/j.cub.2010.02.065 · Cited by 73 · see citing works
Microstimulation of visual cortex to restore vision
Tehovnik, E. J., Slocum, W. M., Smirnakis, S. M., & Tolias, A. S. (2009) · Progress in Brain Research · doi:10.1016/s0079-6123(09)17524-6 · Cited by 71 · see citing works
Simulating prosthetic vision: II. Measuring functional capacity
Chen, S. C., Suaning, G. J., Morley, J. W., & Lovell, N. H. (2009) · Vision Research · doi:10.1016/j.visres.2009.07.003 · Cited by 59 · see citing works
Schiller, P. H., Slocum, W. M., Kwak, M. C., Kendall, G. L., & Tehovnik, E. J. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1108337108 · Cited by 54 · see citing works
Performance of visually guided tasks using simulated prosthetic vision and saliency-based cues
Parikh, N., Itti, L., Humayun, M., & Weiland, J. (2013) · Journal of Neural Engineering · doi:10.1088/1741-2560/10/2/026017 · Cited by 54 · see citing works
Rattay, F., & Wenger, C. (2010) · Neuroscience · doi:10.1016/j.neuroscience.2010.07.032 · Cited by 51 · see citing works
Wang, Q., Millard, D. C., Zheng, H. J. V., & Stanley, G. B. (2012) · Journal of Neural Engineering · doi:10.1088/1741-2560/9/2/026008 · Cited by 50 · see citing works
Song, S., Gao, P., Xiao, H., Xu, Y., & Si, L. Y. (2013) · PLoS ONE · doi:10.1371/annotation/d7fe4fdf-4be4-4aa5-b3f0-d98790fc0b11 · Cited by 49 · see citing works
The Retinal Response to Sinusoidal Electrical Stimulation
Twyford, P., & Fried, S. I. (2015) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2015.2415811 · Cited by 47 · see citing works
Introducing the Monash vision group's cortical prosthesis
Lowery, A. J. (2013) · 2013 IEEE International Conference on Image Processing · doi:10.1109/icip.2013.6738316 · Cited by 45 · see citing works
Srivastava, N. R., Troyk, P. R., & Dagnelie, G. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/3/035008 · Cited by 45 · see citing works
Overstreet, C. K., Klein, J., & Tillery, S. I. H. (2013) · Journal of Neural Engineering · doi:10.1088/1741-2560/10/6/066016 · Cited by 41 · see citing works
Cortical Plasticity Induced by Spike-Triggered Microstimulation in Primate Somatosensory Cortex
Song, W., Kerr, C. C., Lytton, W. W., & Francis, J. T. (2013) · PLoS ONE · doi:10.1371/journal.pone.0057453 · Cited by 38 · see citing works
Quasi-monopolar electrical stimulation of the retina: a computational modelling study
Abramian, M., Lovell, N. H., Habib, A., Morley, J. W., Suaning, G. J., & Dokos, S. (2014) · Journal of Neural Engineering · doi:10.1088/1741-2560/11/2/025002 · Cited by 35 · see citing works
Selective labeling of retinal ganglion cells with calcium indicators by retrograde loading in vitro
Behrend, M. R., Ahuja, A., Humayun, M. S., Weiland, J. D., & Chow, R. H.-P. (2009) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2009.01.019 · Cited by 35 · see citing works
Behavioral and Electrophysiological Effects of Cortical Microstimulation Parameters
Bari, B. A., Ollerenshaw, D. R., Millard, D. C., Wang, Q., & Stanley, G. B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0082170 · Cited by 35 · see citing works
Srivastava, N., Troyk, P. R., Towle, V. L., Curry, D. J., Schmidt, E. M., Kufta, C. V., & Dagnelie, G. (2007) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/cne.2007.369629 · Cited by 35 · see citing works
Properties of Cortical Electrical Phosphenes
Rushton, D. N., & Brindley, G. S. (1978) · Springer series in optical sciences/SPringer series in optical sciences · doi:10.1007/978-3-540-35397-3_52 · Cited by 35 · see citing works
Microstimulation of macaque V1 disrupts target selection: effects of stimulation polarity
Tehovnik, E. J., & Slocum, W. M. (2003) · Experimental Brain Research · doi:10.1007/s00221-002-1312-5 · Cited by 32 · see citing works
Hamish Meffin, A., Tahayori, B., Sergeev, E. N., Mareels, I., Grayden, D. B., & Burkitt, A. N. (2014) · Journal of Neural Engineering · doi:10.1088/1741-2560/11/6/065004 · Cited by 31 · see citing works
Energy-optimal electrical-stimulation pulses shaped by the least-action principle
Krouchev, N. I., Danner, S. M., Vinet, A., Rattay, F., & Sawan, M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0090480 · Cited by 29 · see citing works
Self-citationCortical magnification plus cortical plasticity equals vision?
Born, R. T., Trott, A., & Hartmann, T. S. (2014) · Vision Research · doi:10.1016/j.visres.2014.10.002 · Cited by 24 · see citing works
A neuroengineering suite of computational tools for visual prostheses
Morillas, C. A., Romero, S. F., Martínez-Álvarez, A., Pelayo, F. J., Reyneri, L. M., Bongard, M., & Fernández, E. (2007) · Neurocomputing · doi:10.1016/j.neucom.2006.04.017 · Cited by 21 · see citing works
What Delay Fields Tell Us About Striate Cortex
Tehovnik, E. J., & Slocum, W. M. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00285.2007 · Cited by 19 · see citing works
Rizzo, J. F., & Ayton, L. N. (2014) · Journal of Neural Engineering · doi:10.1088/1741-2560/11/2/020301 · Cited by 18 · see citing works
Toward the development of a cortically based visual neuroprosthesis
Normann, R. A., Greger, B. E., House, P. A., Romero, S. F., Pelayo, F. J., & Fernández, E. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2552/6/4/049802 · Cited by 18 · see citing works
Berlucchi, G., Brindley, G. S., Brooks, B., et al. (1973) · Handbook of sensory physiology · doi:10.1007/978-3-642-65495-4 · Cited by 16 · see citing works
Shiina, K., & FREEMAN, R. B. J. (1976) · Brain Research · doi:10.1016/0006-8993(76)90131-1 · Cited by 9 · see citing works
A programmable controller for spatio-temporal pattern stimulation of cortical visual prosthesis
Sugiura, T., Khan, A. U., Yu, J., Takeuchi, Y., Kameda, S., Kamata, T., Hayashida, Y., Yagi, T., & Imai, M. (2016) · IEEE Biomedical Circuits and Systems Conference (BioCAS) · doi:10.1109/biocas.2016.7833824 · Cited by 3 · see citing works
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Shape perception via a high-channel-count neuroprosthesis in monkey visual cortex
Chen, X., Wang, F., Fernandez, E., & Roelfsema, P. R. (2020) · Science · doi:10.1126/science.abd7435 · Cited by 250 · see citing works
Dynamic Stimulation of Visual Cortex Produces Form Vision in Sighted and Blind Humans
Beauchamp, M. S., Oswalt, D., Sun, P., Foster, B. L., Magnotti, J. F., Niketeghad, S., Pouratian, N., Bosking, W. H., & Yoshor, D. (2020) · Cell · doi:10.1016/j.cell.2020.04.033 · Cited by 257 · see citing works
Development of visual Neuroprostheses: trends and challenges.
Fernandez, E. (2018) · Bioelectronic Medicine · doi:10.1186/s42234-018-0013-8 · Cited by 114 · see citing works
Neurolight: A Deep Learning Neural Interface for Cortical Visual Prostheses
Lozano, A., Suárez, J. S., Soto-Sánchez, C., Garrigós, J., Martínez-Alvarez, J. J., Ferrández, J. M., & Fernández, E. (2020) · International Journal of Neural Systems · doi:10.1142/s0129065720500458 · Cited by 57 · see citing works
End-to-end optimization of prosthetic vision
de Ruyter van Steveninck, J., Güçlü, U., van Wezel, R., & van Gerven, M. (2022) · Journal of Vision · doi:10.1167/jov.22.2.20 · Cited by 54 · see citing works
de Ruyter van Steveninck, J., van Gestel, T., Koenders, P., van der Ham, G., Vereecken, F., Güçlü, U., van Gerven, M., Güçlütürk, Y., & van Wezel, R. (2022) · Journal of Vision · doi:10.1167/jov.22.2.1 · Cited by 51 · see citing works
Advances in neuroscience, not devices, will determine the effectiveness of visual prostheses
Abbasi, B., & Rizzo, J. F. (2021) · Seminars in Ophthalmology · doi:10.1080/08820538.2021.1887902 · Cited by 19 · see citing works
End-to-end optimization of prosthetic vision
de Ruyter van Steveninck, J., Güçlü, U., van Wezel, R., & van Gerven, M. (2020) · doi:10.1101/2020.12.19.423601 · Cited by 54 · see citing works
“in terms of their entry point in the visual system), they share the same basic mechanism of action: through electrical stimulation of neurons in the visual system, they evoke a percept of spatially localized flashes of light, called phosphenes [10, 11].”
BackgroundSelective activation of the visual cortex
Fried, S. I., & Shivdasani, M. N. (2020) · Nature Biomedical Engineering · doi:10.1038/s41551-020-0519-8 · Cited by 1 · see citing works
- Authors
- Najarpour Foroushani, A., Pack, C. C., & Sawan, M.
- Affiliations
- Institute of Biomedical Engineering
- Montreal Neurological Institute and Hospital (CA)
- Polytechnique Montréal (CA)
- Venue
- Journal of Neural Engineering
- Publisher
- IOP Publishing
- Published
- 2018-02-14
- Volume
- 15
- Issue
- 2
- Pages
- 021005
- ISSN
- 1741-2552 (ISSN-L)
- 1741-2560
- OpenAlex
- W2791945743
- Cited by
- 62
- References
- 145
- Citations by year
- 2026: 6 · 2025: 11 · 2024: 6 · 2023: 7 · 2022: 13 · 2021: 6 · 2020: 7 · 2019: 4 · 2018: 2
- FWCI
- 0.62
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Journal of Neural Engineering (publishedVersion)
- PubMed (publishedVersion)
- PolyPublie (École Polytechnique de Montréal) (submittedVersion)
- Funders
- Natural Sciences and Engineering Research Council of Canada
- Canada Research Chairs in Smart Medical Devices
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neural Engineering
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Keywords
- phosphenes, primary visual cortex, microstimulation, visual perception, population coding, supervised learning, macaque, vision restoration
- MeSH terms
- Animals, Electric Stimulation, Humans, Macaca, Microelectrodes, Phosphenes, Visual Cortex, Visual Perception, Visual Prosthesis
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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