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A precortical module for robust CNNs to light variations
We present a simple mathematical model for the mammalian low visual pathway, taking into account its key elements: retina, lateral geniculate nucleus (LGN), primary visual cortex (V1).
Model-centric Data Manifold: the Data Through the Eyes of the Model
We discover that deep ReLU neural network classifiers can see a low-dimensional Riemannian manifold structure on data.
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