[HTML][HTML] Computational modeling of color perception with biologically plausible spiking neural networks

H Cohen-Duwek, H Slovin… - PLoS Computational …, 2022 - journals.plos.org
Biologically plausible computational modeling of visual perception has the potential to link
high-level visual experiences to their underlying neurons' spiking dynamic. In this work, we …

Perceptual colorization of the peripheral retinotopic visual field using adversarially-optimized neural networks

H Cohen Duwek, Y Showgan… - Proceedings of the …, 2023 - escholarship.org
There is an apparent discrepancy between visual perception, which is colorful, complete,
and in high resolution, and the saccadic, and spatially heterogeneous retinal input data. In …

[HTML][HTML] Color opponent receptive fields self-organize in a biophysical model of visual cortex via spike-timing dependent plasticity

A Eguchi, SA Neymotin, SM Stringer - Frontiers in Neural Circuits, 2014 - frontiersin.org
Although many computational models have been proposed to explain orientation maps in
primary visual cortex (V1), it is not yet known how similar clusters of color-selective neurons …

First stage of a human visual system simulator: The retina

P Martínez-Cañada, C Morillas, JL Nieves… - … Color Imaging: 5th …, 2015 - Springer
We propose a configurable simulation platform that reproduces the analog neural behavior
of different models of the Human Visual System at the early stages. Our software can …

[HTML][HTML] Color encoding in biologically-inspired convolutional neural networks

I Rafegas, M Vanrell - Vision research, 2018 - Elsevier
Abstract Convolutional Neural Networks have been proposed as suitable frameworks to
model biological vision. Some of these artificial networks showed representational …

A case for spiking neural network simulation based on configurable multiple-FPGA systems

S Yang, Q Wu, R Li - Cognitive neurodynamics, 2011 - Springer
Recent neuropsychological research has begun to reveal that neurons encode information
in the timing of spikes. Spiking neural network simulations are a flexible and powerful …

[HTML][HTML] Multiplicative modulations enhance diversity of hue-selective cells

P Mehrani, A Mouraviev, JK Tsotsos - Scientific Reports, 2020 - nature.com
There is still much to understand about the brain's colour processing mechanisms and the
transformation from cone-opponent representations to perceptual hues. Moreover, it is …

[HTML][HTML] Information flow in biological networks for color vision

J Malo - Entropy, 2022 - mdpi.com
Biological neural networks for color vision (also known as color appearance models) consist
of a cascade of linear+ nonlinear layers that modify the linear measurements at the retinal …

Data-driven approaches to understanding visual neuron activity

DA Butts - Annual review of vision science, 2019 - annualreviews.org
With modern neurophysiological methods able to record neural activity throughout the visual
pathway in the context of arbitrarily complex visual stimulation, our understanding of visual …

Deep learning models of the retinal response to natural scenes

L McIntosh, N Maheswaranathan… - Advances in neural …, 2016 - proceedings.neurips.cc
A central challenge in sensory neuroscience is to understand neural computations and
circuit mechanisms that underlie the encoding of ethologically relevant, natural stimuli. In …