A review of predictive coding algorithms

MW Spratling - Brain and cognition, 2017 - Elsevier
Predictive coding is a leading theory of how the brain performs probabilistic inference.
However, there are a number of distinct algorithms which are described by the term …

Tea with milk? A hierarchical generative framework of sequential event comprehension

GR Kuperberg - Topics in Cognitive Science, 2021 - Wiley Online Library
To make sense of the world around us, we must be able to segment a continual stream of
sensory inputs into discrete events. In this review, I propose that in order to comprehend …

Hots: a hierarchy of event-based time-surfaces for pattern recognition

X Lagorce, G Orchard, F Galluppi… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper describes novel event-based spatio-temporal features called time-surfaces and
how they can be used to create a hierarchical event-based pattern recognition architecture …

Towards building a more complex view of the lateral geniculate nucleus: Recent advances in understanding its role

M Ghodrati, SM Khaligh-Razavi, SR Lehky - Progress in Neurobiology, 2017 - Elsevier
The lateral geniculate nucleus (LGN) has often been treated in the past as a linear filter that
adds little to retinal processing of visual inputs. Here we review anatomical …

Event-based feature extraction using adaptive selection thresholds

S Afshar, N Ralph, Y Xu, J Tapson, A Schaik, G Cohen - Sensors, 2020 - mdpi.com
Unsupervised feature extraction algorithms form one of the most important building blocks in
machine learning systems. These algorithms are often adapted to the event-based domain …

Event stream learning using spatio-temporal event surface

J Dong, R Jiang, R Xiao, R Yan, H Tang - Neural Networks, 2022 - Elsevier
Event cameras sense changes in light intensity and record them as an asynchronous event
stream. Efficiently encoding and learning spatiotemporal information of the event streams …

Focal gain control of thalamic visual receptive fields by layer 6 corticothalamic feedback

W Wang, IM Andolina, Y Lu, HE Jones… - Cerebral cortex, 2018 - academic.oup.com
The projections between the thalamus and primary visual cortex (V1) are a key reciprocal
neural circuit, relaying retinal signals to cortical layers 4 & 6 while being simultaneously …

Neuromorphic vision: From sensors to event‐based algorithms

A Lakshmi, A Chakraborty… - … Reviews: Data Mining …, 2019 - Wiley Online Library
Regardless of the marvels brought by the conventional frame‐based cameras, they have
significant drawbacks due to their redundancy in data and temporal latency. This causes …

A neural implementation of Bayesian inference based on predictive coding

MW Spratling - Connection Science, 2016 - Taylor & Francis
Predictive coding (PC) is a leading theory of cortical function that has previously been
shown to explain a great deal of neurophysiological and psychophysical data. Here it is …

Toward a biologically plausible model of LGN-V1 pathways based on efficient coding

Y Lian, DB Grayden, T Kameneva, H Meffin… - Frontiers in neural …, 2019 - frontiersin.org
Increasing evidence supports the hypothesis that the visual system employs a sparse code
to represent visual stimuli, where information is encoded in an efficient way by a small …