H. V. Davila, B. M. Salzberg, L. B. Cohen, and A. S. Waggoner, A Large Change in Axon Fluorescence that Provides a Promising Method for Measuring Membrane Potential, Nature New Biology, vol.241, issue.109, pp.159-160, 1973.
DOI : 10.1038/newbio241159a0

M. Salzberg, H. V. Davila, and L. B. Cohen, Optical Recording of Impulses in Individual Neurones of an Invertebrate Central Nervous System, Nature, vol.60, issue.5434, pp.508-509, 1973.
DOI : 10.1038/246508a0

A. Grinvald and R. Hildesheim, VSDI: a new era in functional imaging of cortical dynamics, Nature Reviews Neuroscience, vol.28, issue.11, pp.874-885, 2004.
DOI : 10.1529/biophysj.104.040477

A. Grinvald, D. Shoham, A. Shmuel, D. Glaser, I. Vanzetta et al., In-vivo Optical Imaging of Cortical Architecture and Dynamics, Modern Techniques in Neuroscience Research, pp.893-969, 1999.
DOI : 10.1007/978-3-642-58552-4_34

R. D. Frostig, In Vivo Optical Imaging of Brain Function, Frontiers in Neuroscience, vol.20024445, 2009.
DOI : 10.1201/9781420038491

G. J. Foschini, R. D. Gitlin, and J. Salz, Optimum Direct Detection for Digital Fiber-Optic Communication Systems, Bell System Technical Journal, vol.54, issue.8, pp.1389-1430, 1975.
DOI : 10.1002/j.1538-7305.1975.tb02041.x

D. S. Peterka, H. Takahashi, and R. Yuste, Imaging Voltage in Neurons, Neuron, vol.69, issue.1, pp.9-21, 2011.
DOI : 10.1016/j.neuron.2010.12.010

K. Holthoff, D. Zecevic, and A. Konnerth, Rapid time course of action potentials in spines and remote dendrites of mouse visual cortex neurons, The Journal of Physiology, vol.27, issue.Suppl. 1, pp.1085-1096, 2010.
DOI : 10.1113/jphysiol.2009.184960

C. D. Acker, P. Yan, and L. M. Loew, Single-Voxel Recording of Voltage Transients in Dendritic Spines, Biophysical Journal, vol.101, issue.2, pp.11-13, 2011.
DOI : 10.1016/j.bpj.2011.06.021

I. Ferezou, S. Bolea, and C. C. Petersen, Visualizing the Cortical Representation of Whisker Touch: Voltage-Sensitive Dye Imaging in Freely Moving Mice, Neuron, vol.50, issue.4, pp.617-629, 2006.
DOI : 10.1016/j.neuron.2006.03.043

M. T. Lippert, K. Takagaki, W. Xu, X. Huang, and J. Y. Wu, Methods for Voltage-Sensitive Dye Imaging of Rat Cortical Activity With High Signal-to-Noise Ratio, Journal of Neurophysiology, vol.98, issue.1, pp.502-512, 2007.
DOI : 10.1152/jn.01169.2006

S. Chemla and F. Chavane, Voltage-sensitive dye imaging: Technique review and models, Journal of Physiology-Paris, vol.104, issue.1-2, pp.1-2
DOI : 10.1016/j.jphysparis.2009.11.009

T. Tominaga and Y. Tominaga, A new nonscanning confocal microscopy module for functional voltage-sensitive dye and Ca2+ imaging of neuronal circuit activity, Journal of Neurophysiology, vol.110, issue.2, pp.553-561, 2013.
DOI : 10.1152/jn.00856.2012

S. Chemla and F. Chavane, A biophysical cortical column model to study the multi-component origin of the VSDI signal, NeuroImage, vol.53, issue.2, pp.420-438, 2010.
DOI : 10.1016/j.neuroimage.2010.06.026

D. Arieli, R. Shoham, A. Hildesheim, and . Grinvald, Coherent spatiotemporal patterns of ongoing activity revealed by real-time optical imaging coupled with single-unit recording in the cat visual cortex, Journal of Neurophysiology, vol.73, issue.5, pp.2072-2093, 1995.

L. Muller, A. Reynaud, F. Chavane, and A. Destexhe, The stimulus-evoked population response in visual cortex of awake monkey is a propagating wave, Nature Communications, vol.2, p.3675, 2014.
DOI : 10.4249/scholarpedia.1430

URL : https://hal.archives-ouvertes.fr/hal-01055315

A. Arieli, A. Sterkin, A. Grinvald, and . Aertsen, Dynamics of Ongoing Activity: Explanation of the Large Variability in Evoked Cortical Responses, Science, vol.273, issue.5283, pp.1868-1871, 1996.
DOI : 10.1126/science.273.5283.1868

I. Lampl, I. Reichova, and D. Ferster, Synchronous Membrane Potential Fluctuations in Neurons of the Cat Visual Cortex, Neuron, vol.22, issue.2, pp.361-374, 1999.
DOI : 10.1016/S0896-6273(00)81096-X

C. C. Petersen, T. T. Hahn, M. Mehta, A. Grinvald, and B. Sakmann, Interaction of sensory responses with spontaneous depolarization in layer 2/3 barrel cortex, Proceedings of the National Academy of Sciences, vol.100, issue.23, pp.13638-13643, 2003.
DOI : 10.1073/pnas.2235811100

D. Contreras, Propagating Waves in Visual Cortex, Neuron, vol.55, issue.1, pp.3-5, 2007.
DOI : 10.1016/j.neuron.2007.06.027

W. Xu, X. Huang, K. Takagaki, and J. Wu, Compression and Reflection of Visually Evoked Cortical Waves, Neuron, vol.55, issue.1, pp.119-129, 2007.
DOI : 10.1016/j.neuron.2007.06.016

A. Benucci1, R. A. Frazor, and M. Carandini, Standing Waves and Traveling Waves Distinguish Two Circuits in Visual Cortex, Neuron, vol.55, issue.1, pp.103-117, 2007.
DOI : 10.1016/j.neuron.2007.06.017

A. Muller and . Destexhe, Propagating waves in thalamus, cortex and the thalamocortical system: Experiments and models, Journal of Physiology-Paris, vol.106, issue.5-6, pp.5-6
DOI : 10.1016/j.jphysparis.2012.06.005

URL : https://hal.archives-ouvertes.fr/hal-00850567

S. E. Boustani, O. Marre, S. Béhuret, P. Baudot, P. Yger et al., Network-State Modulation of Power-Law Frequency-Scaling in Visual Cortical Neurons, PLoS Computational Biology, vol.55, issue.10, p.1000519, 2009.
DOI : 10.1371/journal.pcbi.1000519.s004

URL : https://hal.archives-ouvertes.fr/hal-00444895

H. J. Tanke, P. Van-oostveldt, and P. Van-duijn, A parameter for the distribution of fluorophores in cells derived from measurements of inner filter effect and reabsorption phenomenon, Cytometry, vol.XX, issue.6, pp.359-369, 1982.
DOI : 10.1002/cyto.990020602

L. Song, E. J. Hennink, I. T. Young, and H. J. Tanke, Photobleaching kinetics of fluorescein in quantitative fluorescence microscopy, Biophysical Journal, vol.68, issue.6, pp.2588-2600, 1995.
DOI : 10.1016/S0006-3495(95)80442-X

Y. Chen, W. S. Geisler, and E. Seidemann, Optimal Temporal Decoding of Neural Population Responses in a Reaction-Time Visual Detection Task, Journal of Neurophysiology, vol.99, issue.3, pp.1366-1379, 2008.
DOI : 10.1152/jn.00698.2007

A. Reynaud, S. Takerkart, G. S. Masson, and F. Chavane, Linear model decomposition for voltage-sensitive dye imaging signals: Application in awake behaving monkey, NeuroImage, vol.54, issue.2, pp.1196-1210, 2011.
DOI : 10.1016/j.neuroimage.2010.08.041

M. T. Takagaki, B. Lippert, T. Dann, F. W. Wanger, and . Ohl, Normalization of Voltage-Sensitive Dye Signal with Functional Activity Measures, PLoS ONE, vol.96, issue.12, p.4041, 2008.
DOI : 10.1371/journal.pone.0004041.s001

D. Shoham, D. E. Glaser, A. Arieli, T. Kenet, C. Wijnbergen et al., Imaging Cortical Dynamics at High Spatial and Temporal Resolution with Novel Blue Voltage-Sensitive Dyes, Neuron, vol.24, issue.4, pp.791-802, 1999.
DOI : 10.1016/S0896-6273(00)81027-2

T. Bonhoeffer and A. Grinvald, Optical imaging based on intrinsic signals: the methodology Brain Mapping: The Methods, pp.55-97, 1996.

V. Markounikau, C. Igel, A. Grinvald, and D. Jancke, A Dynamic Neural Field Model of Mesoscopic Cortical Activity Captured with Voltage-Sensitive Dye Imaging, PLoS Computational Biology, vol.55, issue.46, p.1000919, 2010.
DOI : 10.1371/journal.pcbi.1000919.s001

F. Jancke, S. Chavane, A. Naaman, and . Grinvald, Imaging cortical correlates of illusion in early visual cortex, Nature, vol.428, issue.6981, pp.423-426, 2004.
DOI : 10.1038/nature02396

S. Chakraborty, A. Sandberg, and S. A. Greenfield, Differential dynamics of transient neuronal assemblies in visual compared to auditory cortex, Experimental Brain Research, vol.12, issue.4, pp.491-498, 2007.
DOI : 10.1007/s00221-007-1008-y

A. Arieli, A. Sterkin, and A. A. Grinvald, Dynamics of Ongoing Activity: Explanation of the Large Variability in Evoked Cortical Responses, Science, vol.273, issue.5283, pp.1868-1871, 1995.
DOI : 10.1126/science.273.5283.1868

H. T. Ma, C. H. Wu, and J. Y. Wu, Initiation of Spontaneous Epileptiform Events in the Rat Neocortex In Vivo, Journal of Neurophysiology, vol.91, issue.2, pp.934-945, 2004.
DOI : 10.1152/jn.00274.2003

I. T. Jolliffe, Principal Component Analysis, 2002.
DOI : 10.1007/978-1-4757-1904-8

A. Hyvärinen and E. Oja, Independent component analysis: algorithms and applications, Neural Networks, vol.13, issue.4-5, pp.411-430, 2000.
DOI : 10.1016/S0893-6080(00)00026-5

S. Maeda, S. Inagaki, H. Kawaguchi, and W. J. Song, Separation of signal and noise from in vivo optical recording in Guinea pigs using independent component analysis, Neuroscience Letters, vol.302, issue.2-3, pp.137-140, 2001.
DOI : 10.1016/S0304-3940(01)01678-0

T. Inagaki, H. Katura, W. J. Kawaguchi, and . Song, Isolation of neural activities from respiratory and heartbeat noises for in vivo optical recording in guinea pigs using independent component analysis, Neuroscience Letters, vol.352, issue.1, pp.9-12, 2003.
DOI : 10.1016/j.neulet.2003.08.034

J. Reidl, J. Starke, D. B. Omer, A. Grinvald, and H. Spors, Independent component analysis of high-resolution imaging data identifies distinct functional domains, NeuroImage, vol.34, issue.1, pp.94-108, 2007.
DOI : 10.1016/j.neuroimage.2006.08.031

S. Onat, P. Konig, and D. Jancke, Natural Scene Evoked Population Dynamics across Cat Primary Visual Cortex Captured with Voltage-Sensitive Dye Imaging, Cerebral Cortex, vol.21, issue.11, pp.2542-2554, 2011.
DOI : 10.1093/cercor/bhr038

S. Onat, N. Nortmann, S. Rekauzke, P. Konig, and D. Jancke, Independent encoding of grating motion across stationary feature maps in primary visual cortex visualized with voltage-sensitive dye imaging, NeuroImage, vol.55, issue.4, pp.1763-1770, 2011.
DOI : 10.1016/j.neuroimage.2011.01.004

K. J. Friston, A. P. Holmes, K. J. Worsley, J. B. Poline, C. Frith et al., Statistical parametric maps in functional imaging: A general linear approach, Human Brain Mapping, vol.26, issue.4, pp.189-210, 1995.
DOI : 10.1002/hbm.460020402

D. B. Omer, R. Hildesheim, and A. Grinvald, Temporally-structured acquisition of multidimensional optical imaging data facilitates visualization of elusive cortical representations in the behaving monkey, NeuroImage, vol.82, pp.237-251, 2013.
DOI : 10.1016/j.neuroimage.2013.05.045

E. Yavuz, Source separation analysis of visual cortical dynamics revealed by voltage sensitive dye imaging, Cognition et Comportement, p.2012
URL : https://hal.archives-ouvertes.fr/tel-00836931

S. Mallat and S. Zhong, Characterization of signals from multiscale edges, Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol.14, issue.7, pp.710-732, 1992.

H. Raguet, A Signal Processing Approach to Voltage-Sensitive Dye Optical Imaging, 2014.
URL : https://hal.archives-ouvertes.fr/tel-01084782

J. Y. Wu, X. Huang, and C. Zhang, Propagating Waves of Activity in the Neocortex: What They Are, What They Do, The Neuroscientist, vol.94, issue.4, pp.487-502, 2008.
DOI : 10.1177/1073858408317066

H. Raguet, J. M. Fadili, and G. Peyré, A Generalized Forward-Backward Splitting, SIAM Journal on Imaging Sciences, vol.6, issue.3, pp.1199-1226, 2013.
DOI : 10.1137/120872802

URL : https://hal.archives-ouvertes.fr/hal-00613637

S. Mallat, A Wavelet Tour of Signal Processing, Third Edition: The Sparse Way, 2008.

D. H. Hubel and T. N. , Receptive fields of single neurones in the cat's striate cortex, The Journal of Physiology, vol.148, issue.3, pp.574-591, 1959.
DOI : 10.1113/jphysiol.1959.sp006308

V. B. Mountcastle, The columnar organization of the neocortex, Brain, vol.120, issue.4, pp.701-722, 1997.
DOI : 10.1093/brain/120.4.701

D. H. Hubel and T. N. , Receptive fields, binocular interaction and functional architecture in the cat's visual cortex, The Journal of Physiology, vol.160, issue.1, pp.106-154, 1962.
DOI : 10.1113/jphysiol.1962.sp006837

T. Bonhoeffer and A. Grinvald, The Layout of Iso-orientation Domains in Area 18 of Cat Visual Cortex: Optical Imaging Reveals a Pinwheel-like Organization, The Journal of Neuroscience, vol.13, issue.10, pp.4157-4180, 1993.

D. Sharon and A. Grinvald, Dynamics and Constancy in Cortical Spatiotemporal Patterns of Orientation Processing, Science, vol.295, issue.5554, pp.512-515, 2002.
DOI : 10.1126/science.1065916

D. Chavane, D. Sharon, O. Jancke, Y. Marre, A. Frégnac et al., Lateral spread of orientation selectivity in V1 is controlled by intracortical cooperativity, Frontiers in Systems Neuroscience, vol.5, issue.4, pp.1-26, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00635982

G. G. Blasdel and G. Salama, Voltage-sensitive dyes reveal a modular organization in monkey striate cortex, Nature, vol.162, issue.6070, pp.579-585, 1986.
DOI : 10.1038/321579a0