Convolutional neural networks as a model of the visual system: Past, present, and future

GW Lindsay - Journal of cognitive neuroscience, 2021 - direct.mit.edu
Convolutional neural networks (CNNs) were inspired by early findings in the study of
biological vision. They have since become successful tools in computer vision and state-of …

Understanding the retinal basis of vision across species

T Baden, T Euler, P Berens - Nature Reviews Neuroscience, 2020 - nature.com
The vertebrate retina first evolved some 500 million years ago in ancestral marine
chordates. Since then, the eyes of different species have been tuned to best support their …

Neuro-inspired optical sensor array for high-accuracy static image recognition and dynamic trace extraction

PY Huang, BY Jiang, HJ Chen, JY Xu, K Wang… - Nature …, 2023 - nature.com
Neuro-inspired vision systems hold great promise to address the growing demands of mass
data processing for edge computing, a distributed framework that brings computation and …

Feature detection by retinal ganglion cells

D Kerschensteiner - Annual review of vision science, 2022 - annualreviews.org
Retinal circuits transform the pixel representation of photoreceptors into the feature
representations of ganglion cells, whose axons transmit these representations to the brain …

In-sensor image memorization and encoding via optical neurons for bio-stimulus domain reduction toward visual cognitive processing

D Lee, M Park, Y Baek, B Bae, J Heo, K Lee - Nature Communications, 2022 - nature.com
As machine vision technology generates large amounts of data from sensors, it requires
efficient computational systems for visual cognitive processing. Recently, in-sensor …

Pit: Progressive interaction transformer for pedestrian crossing intention prediction

Y Zhou, G Tan, R Zhong, Y Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
For autonomous driving, one of the major challenges is to predict pedestrian crossing
intention in ego-view. Pedestrian intention depends not only on their intrinsic goals but also …

Cell-type-specific binocular vision guides predation in mice

KP Johnson, MJ Fitzpatrick, L Zhao, B Wang… - Neuron, 2021 - cell.com
Predators use vision to hunt, and hunting success is one of evolution's main selection
pressures. However, how viewing strategies and visual systems are adapted to predation is …

Neural correlates of sparse coding and dimensionality reduction

M Beyeler, EL Rounds, KD Carlson, N Dutt… - PLoS computational …, 2019 - journals.plos.org
Supported by recent computational studies, there is increasing evidence that a wide range
of neuronal responses can be understood as an emergent property of nonnegative sparse …

Natural environment statistics in the upper and lower visual field are reflected in mouse retinal specializations

Y Qiu, Z Zhao, D Klindt, M Kautzky, KP Szatko… - Current Biology, 2021 - cell.com
Pressures for survival make sensory circuits adapted to a species' natural habitat and its
behavioral challenges. Thus, to advance our understanding of the visual system, it is …

Retinal encoding of natural scenes

D Karamanlis, HM Schreyer… - Annual Review of Vision …, 2022 - annualreviews.org
An ultimate goal in retina science is to understand how the neural circuit of the retina
processes natural visual scenes. Yet most studies in laboratories have long been performed …