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Hebbian STDP for modelling the emergence of disparity selectivity (Chauhan et al 2018)
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Tushar Chauhan
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This code shows how Hebbian learning mediated by STDP mechanisms could explain the emergence of disparity selectivity in the early visual system. This upload is a snapshot of the code at the time of acceptance of the paper. For a link to a soon-to-come git repository, consult the author's website: www.tusharchauhan.com/research/ .
The datasets used in the paper are not provided due to size, but download links and expected directory-structures are. The user can (and is strongly encouraged to) experiment with their own dataset. Let me know if you find something interesting!
Finally, I am very keen on a redesign/restructure/adaptation of the code to more applied problems in AI and robotics (or any other field where a spiking non-linear approach makes sense). If you have a serious proposal, don't hesitate to contact me [research AT tusharchauhan DOT com ].
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Abstract integrate-and-fire neuron Show
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Chauhan T, Masquelier T, Montlibert A, Cottereau BR (2018) Show
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Chauhan, Tushar [research at tusharchauhan DOT com] Show
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Montlibert, Alexandre [Alexandre.Montlibert at cnrs.fr] Show
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research@tusharchauhan.com
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Chauhan, T., Masquelier, T., Montlibert, A., & Cottereau, B. R. (2018). Emergence of binocular disparity selectivity through Hebbian learning. Journal of Neuroscience, 1259-18.
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