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Emmanouil Froudarakis

3 accepted papers

2020

Rotation-invariant clustering of neuronal responses in primary visual cortex

ICLR 2020talk

Similar to a convolutional neural network (CNN), the mammalian retina encodes visual information into several dozen nonlinear feature maps, each formed by one ganglion cell type that tiles the visual space in an approximately shift-equivariant manner. Whether such organization into distinct cell typ…

Cited by 15SourceScholar
2019

A rotation-equivariant convolutional neural network model of primary visual cortex

ICLR 2019poster

Classical models describe primary visual cortex (V1) as a filter bank of orientation-selective linear-nonlinear (LN) or energy models, but these models fail to predict neural responses to natural stimuli accurately. Recent work shows that convolutional neural networks (CNNs) can be trained to predic…

2018

Stimulus domain transfer in recurrent models for large scale cortical population prediction on video

NeurIPS 2018poster

To better understand the representations in visual cortex, we need to generate better predictions of neural activity in awake animals presented with their ecological input: natural video. Despite recent advances in models for static images, models for predicting responses to natural video are scarce…