D. A. Dombeck, C. D. Harvey, L. Tian, L. L. Looger, and D. W. Tank, Functional imaging of hippocampal place cells at cellular resolution during virtual navigation, Nature neuroscience, vol.13, issue.11, pp.1433-1440, 2010.

M. Lovett-barron, Dendritic inhibition in the hippocampus supports fear learning, Science, vol.343, issue.6173, pp.857-863, 2014.

M. E. Sheield and D. A. Dombeck, Calcium transient prevalence across the dendritic arbour predicts place ield properties, Nature, vol.517, issue.7533, pp.200-204, 2015.

N. B. Danielson, Sublayer-Speciic Coding Dynamics during Spatial Navigation and Learning in Hippocampal Area CA1, Neuron, vol.91, issue.3, pp.652-665, 2016.

V. Villette, A. Malvache, T. Tressard, N. Dupuy, and R. Cossart, Internally Recurring Hippocampal Sequences as a Population Template of Spatiotemporal Information, Neuron, vol.88, issue.2, pp.357-366, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01848187

S. F. Muldoon, GABAergic inhibition shapes interictal dynamics in awake epileptic mice, Brain: a journal of neurology, vol.138, pp.2875-2890, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01848203

A. Malvache, S. Reichinnek, V. Villette, C. Haimerl, and R. Cossart, Awake hippocampal reactivations project onto orthogonal neuronal assemblies, Science, vol.353, issue.6305, pp.1280-1283, 2016.

M. Booth, D. Andrade, D. Burke, B. Patton, and M. Zurauskas, Aberrations and adaptive optics in super-resolution microscopy, Microscopy, vol.64, issue.4, pp.251-261, 2015.

R. Aviles-espinosa, Measurement and correction of in vivo sample aberrations employing a nonlinear guide-star in two-photon excited luorescence microscopy, Biomedical optics express, vol.2, issue.11, pp.3135-3149, 2011.

X. Tao, A. Norton, M. Kissel, O. Azucena, and J. Kubby, Adaptive optical two-photon microscopy using autoluorescent guide stars, Optics letters, vol.38, issue.23, pp.5075-5078, 2013.

J. Wang, Measuring aberrations in the rat brain by coherence-gated wavefront sensing using a Linnik interferometer, Biomedical optics express, vol.3, issue.10, pp.2510-2525, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00716152

K. Wang, Direct wavefront sensing for high-resolution in vivo imaging in scattering tissue, Nature communications, vol.6, p.7276, 2015.

N. Ji, D. E. Milkie, and E. Betzig, Adaptive optics via pupil segmentation for high-resolution imaging in biological tissues, Nature methods, vol.7, issue.2, pp.141-147, 2010.

N. Ji, T. R. Sato, and E. Betzig, Characterization and adaptive optical correction of aberrations during in vivo imaging in the mouse cortex, Proceedings of the National Academy of Sciences of the United States of America, vol.109, issue.1, pp.22-27, 2012.

S. Meimon, Adaptive optics for in vivo two-photon calcium imaging of neuronal networks, presented at MEMS Adaptive Optics VIII, 2014.

D. Débarre, Image-based adaptive optics for two-photon microscopy, Optics letters, vol.34, issue.16, pp.2495-2497, 2009.

C. Wang, Multiplexed aberration measurement for deep tissue imaging in vivo, Nature methods, vol.11, issue.10, pp.1037-1040, 2014.

J. Tang, R. N. Germain, and M. Cui, Superpenetration optical microscopy by iterative multiphoton adaptive compensation technique, Proceedings of the National Academy of Sciences of the United States of America, vol.109, pp.8434-8439, 2012.

L. Kong and M. Cui, In vivo neuroimaging through the highly scattering tissue via iterative multi-photon adaptive compensation technique, Opt. Express, vol.23, pp.6145-6150, 2015.

D. J. Wahl, Y. Jian, S. Bonora, R. J. Zawadzki, and M. V. Sarunic, Wavefront sensorless adaptive optics luorescence biomicroscope for in vivo retinal imaging in mice, Biomedical optics express, vol.7, issue.1, pp.1-12, 2016.

A. Facomprez, E. Beaurepaire, and D. Débarre, Accuracy of correction in modal sensorless adaptive optics, Optics express, vol.20, issue.3, pp.2598-2612, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00681943

N. Olivier, D. Débarre, and E. Beaurepaire, Dynamic aberration correction for multiharmonic microscopy, Optics letters, vol.34, issue.20, pp.3145-3147, 2009.
URL : https://hal.archives-ouvertes.fr/hal-00681948

D. Débarre, E. J. Botcherby, M. J. Booth, and T. Wilson, Adaptive optics for structured illumination microscopy, Optics express, vol.16, issue.13, pp.9290-9305, 2008.

A. Hayil, A. Jesacher, T. Wilson, and M. J. Booth, he inluence of aberrations in third harmonic generation microscopy, Journal of Optics, vol.12, issue.8, p.84009, 2010.

A. Hayil and M. J. Booth, Self calibration of sensorless adaptive optical microscopes, Journal of the European Optical Society: Rapid Publications, vol.6, 2011.

J. Zeng, P. Mahou, M. Schanne-klein, E. Beaurepaire, and D. Débarre, 3D resolved mapping of optical aberrations in thick tissues, Biomedical optics express, vol.3, issue.8, pp.1898-1913, 2012.

P. Andersen-;-andersen, Organization of hippocampal, Structure and Development, vol.1, p.155, 1975.

[. Antonello, Optimization-based wavefront sensorless adaptive optics for multiphoton microscopy, JOSA A, vol.31, issue.6, pp.1337-1347, 2014.

. Aviles-espinosa, Measurement and correction of in vivo sample aberrations employing a nonlinear guide-star in two-photon excited fluorescence microscopy, Biomed. Opt. Express, vol.2, issue.11, pp.3135-3149, 2011.

A. , Adaptive optics wide-field microscopy using direct wavefront sensing, Optics letters, vol.36, issue.6, pp.825-827, 2011.

H. W. Babcock, The possibility of compensating astronomical seeing, Publications of the Astronomical Society of the Pacific, vol.65, issue.386, pp.229-236, 1953.

M. J. Booth, Adaptive optical microscopy: the ongoing quest for a perfect image, Light: Science & Applications, vol.3, issue.4, p.165, 2014.

[. Booth, Aberrations and adaptive optics in super-resolution microscopy, Microscopy, vol.64, issue.4, p.251, 2015.

[. Booth, Adaptive optics for biomedical microscopy, Opt. Photon. News, vol.23, issue.1, pp.22-29, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00817149

[. Bourgenot, 3d adaptive optics in a light sheet microscope, Optics express, vol.20, issue.12, pp.13252-13261, 2012.

[. Champelovier and *. , Image-based adaptive optics for in vivo imaging in the hippocampus. Scientific Reports, 7. *Equally contributed authors, Application to retinal imaging, vol.24, issue.5, pp.1349-1357, 2007.
URL : https://hal.archives-ouvertes.fr/hal-01473381

[. Danielson, Sublayer-specific coding dynamics during spatial navigation and learning in hippocampal area ca1, Neuron, vol.91, issue.3, pp.652-665, 2016.

[. Débarre, Image based adaptive optics through optimisation of low spatial frequencies, Optics Express, vol.15, issue.13, pp.8176-8190, 2007.

[. Débarre, Adaptive optics for structured illumination microscopy, Opt. Express, vol.16, issue.13, pp.9290-9305, 2008.

[. Débarre, Image-based adaptive optics for two-photon microscopy, Opt. Lett, vol.34, issue.16, pp.2495-2497, 2009.

[. Débarre, Structure sensitivity in third-harmonic generation microscopy, Optics letters, vol.30, issue.16, pp.2134-2136, 2005.

[. Denk, Two-photon laser scanning fluorescence microscopy, Science, vol.248, issue.4951, pp.73-76, 1990.
DOI : 10.1126/science.2321027

[. Dombeck, Functional imaging of hippocampal place cells at cellular resolution during virtual navigation, Nature Neuroscience, vol.13, issue.11, pp.1433-1440, 2010.

[. Facomprez, Accuracy of correction in modal sensorless adaptive optics, Opt. Express, vol.20, issue.3, pp.2598-2612, 2012.
DOI : 10.1364/oe.20.002598

URL : https://hal.archives-ouvertes.fr/hal-00681943

. Fienup, J. R. Miller-;-fienup, and J. J. Miller, Aberration correction by maximizing generalized sharpness metrics, J. Opt. Soc. Am. A, vol.20, issue.4, pp.609-620, 2003.
DOI : 10.1364/josaa.20.000609

[. Galwaduge, Simple wavefront correction framework for two-photon microscopy of in-vivo brain, Biomed. Opt. Express, vol.6, issue.8, pp.2997-3013, 2015.

M. Göppert-mayer-;-göppert-mayer, ¨ Uber elementarakte mit zwei quantensprüngen, Annalen der Physik, vol.401, issue.3, pp.273-294, 1931.

[. Gould, Adaptive optics enables 3d sted microscopy in aberrating specimens, Optics express, vol.20, issue.19, pp.20998-21009, 2012.
DOI : 10.1364/oe.20.020998

URL : http://europepmc.org/articles/pmc3635694?pdf=render

[. Hubbard, Electrophysiological analysis of synaptic transmission, American Journal of Physical Medicine & Rehabilitation, vol.50, issue.6, p.303, 1971.

[. Jesacher, Adaptive harmonic generation microscopy of mammalian embryos, Optics letters, vol.34, issue.20, pp.3154-3156, 2009.
DOI : 10.1364/ol.34.003154

URL : https://hal.archives-ouvertes.fr/hal-00681947

[. Ji, Adaptive optics via pupil segmentation for high-resolution imaging in biological tissues, Nature Methods, vol.7, issue.2, pp.141-147, 2010.
DOI : 10.1038/nmeth.1411

[. Ji, Characterization and adaptive optical correction of aberrations during in vivo imaging in the mouse cortex, Proceedings of the National Academy of Sciences, vol.109, issue.1, pp.22-27, 2012.

G. Kaiser, W. Kaiser, and C. Garrett, Two-photon excitation in ca f 2: Eu 2+, Physical review letters, vol.7, issue.6, p.229, 1961.

E. Spencer-;-kandel and W. Spencer, Electrophysiology of hippocampal neurons: Ii. after-potentials and repetitive firing, 1961.

P. Kner-;-kner, Phase diversity for three-dimensional imaging, JOSA A, vol.30, issue.10, pp.1980-1987, 2013.

C. Kong, L. Kong, and M. Cui, In vivo neuroimaging through the highly scattering tissue via iterative multi-photon adaptive compensation technique, Opt. Express, vol.23, issue.5, pp.6145-6150, 2015.
DOI : 10.1364/oe.23.006145

J. A. Kubby-;-kubby, Adaptive Optics for Biological Imaging, 2013.

. Lovett-barron, Dendritic inhibition in the hippocampus supports fear learning, Science, vol.343, issue.6173, pp.857-863, 2014.
DOI : 10.1126/science.1247485

URL : http://europepmc.org/articles/pmc4018419?pdf=render

[. Meimon, Adaptive optics for in vivo two-photon calcium imaging of neuronal networks, Proc. of SPIE, vol.8978, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01228276

[. Meimon, Sensing more modes with fewer sub-apertures: the lifted shack-hartmann wavefront sensor, Opt. Lett, vol.39, issue.10, pp.2835-2837, 2014.
DOI : 10.1364/ol.39.002835

URL : https://hal.archives-ouvertes.fr/hal-01442006

[. Mugnier, Phase diversity: a technique for wave-front sensing and for diffraction-limited imaging, Advances in Imaging and Electron Physics, vol.141, pp.1-76, 2006.
DOI : 10.1016/s1076-5670(05)41001-0

URL : https://hal.archives-ouvertes.fr/hal-00408562

[. Muldoon, Gabaergic inhibition shapes interictal dynamics in awake epileptic mice, Brain, vol.138, issue.10, pp.2875-2890, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01848203

R. J. Noll and . Olivier, Dynamic aberration correction for multiharmonic microscopy, Opt. Lett, vol.66, issue.3, pp.3145-3147, 1976.

. Peticolas, Double photon excitation in organic crystals, Physical Review Letters, vol.10, issue.2, p.43, 1963.

F. Roddier, Adaptive optics in astronomy, 1999.

D. ;. Roorda, A. Roorda, and J. L. Duncan, Adaptive optics ophthalmoscopy. Annual review of vision science, vol.1, pp.19-50, 2015.

[. Rousset, First diffraction-limited astronomical images with adaptive optics, Astronomy and Astrophysics, vol.230, pp.29-32, 1990.

M. E. Sheffield, D. A. Dombeck, C. Sheppard, and R. Kompfner, Calcium transient prevalence across the dendritic arbour predicts place field properties, Applied optics, vol.517, issue.7533, pp.2879-2882, 1978.

J. Sibarita, Deconvolution microscopy. Microscopy Techniques, pp.1288-1291, 2005.

[. Stosiek, In vivo two-photon calcium imaging of neuronal networks, Proceedings of the National Academy of Sciences, vol.100, issue.12, pp.7319-7324, 2003.

[. Tang, Superpenetration optical microscopy by iterative multiphoton adaptive compensation technique. Proceedings of the National Academy of Sciences, vol.109, 2012.

[. Tao, Live imaging using adaptive optics with fluorescent protein guide-stars, Optics express, vol.20, issue.14, pp.15969-15982, 2012.

[. Tao, A three-photon microscope with adaptive optics for deep-tissue in vivo structural and functional brain imaging, 2017.

[. Tao, Adaptive optical two-photon microscopy using autofluorescent guide stars, Opt. Lett, vol.38, issue.23, pp.5075-5078, 2013.

A. Thayil and M. J. Booth, Self calibration of sensorless adaptive optical microscopes, Journal of the European Optical Society, 2011.

. Thayil, The influence of aberrations in third harmonic generation microscopy, Journal of Optics, vol.12, issue.8, p.84009, 2010.

M. Tulving, E. Tulving, and H. J. Markowitsch, Episodic and declarative memory: role of the hippocampus, Hippocampus, vol.8, issue.3, pp.198-204, 1998.

J. T. Verdeyen, Laser Electronics. Prentice Hall series in solid state physical electronics, 1995.

[. Villette, Internally recurring hippocampal sequences as a population template of spatiotemporal information, Neuron, vol.88, issue.2, pp.357-366, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01848187

[. Wahl, Wavefront sensorless adaptive optics fluorescence biomicroscope for in vivo retinal imaging in mice, Biomed. Opt. Express, vol.7, issue.1, pp.1-12, 2016.

[. Wang, Multiplexed aberration measurement for deep tissue imaging in vivo, Nature Methods, vol.11, issue.10, pp.1037-1040, 2014.

[. Wang, Direct wavefront sensing for high-resolution in vivo imaging in scattering tissue, Nature Communications, vol.6, p.7276, 2015.
DOI : 10.1038/ncomms8276

URL : https://www.nature.com/articles/ncomms8276.pdf

. Williamson, P. D. Engel-;-williamson, and J. Engel, Anatomic classification of focal epilepsies. Epilepsy: A Comprehensive Textbook, pp.2465-2477, 2008.

[. Wong, In vivo imaging of human photoreceptor mosaic with wavefront sensorless adaptive optics optical coherence tomography, Biomedical optics express, vol.6, issue.2, pp.580-590, 2015.

[. Zeng, 3d resolved mapping of optical aberrations in thick tissues, Biomed. Opt. Express, vol.3, issue.8, pp.1898-1913, 2012.
DOI : 10.1364/boe.3.001898

URL : http://europepmc.org/articles/pmc3409708?pdf=render

F. Zernike, Diffraction theory of the knife-edge test and its improved form, the phase-contrast method, Monthly Notices of the Royal Astronomical Society, vol.94, pp.377-384, 1934.