STDP and STDP variations with memristors for spiking neuromorphic learning systems

T Serrano-Gotarredona, T Masquelier… - Frontiers in …, 2013 - frontiersin.org
In this paper we review several ways of realizing asynchronous Spike-Timing-Dependent-
Plasticity (STDP) using memristors as synapses. Our focus is on how to use individual …

Retinal prosthesis

JD Weiland, W Liu, MS Humayun - Annu. Rev. Biomed. Eng., 2005 - annualreviews.org
▪ Abstract Retinal prostheses represent the best near-term hope for individuals with
incurable, blinding diseases of the outer retina. On the basis of the electrical activation of …

A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses

N Qiao, H Mostafa, F Corradi, M Osswald… - Frontiers in …, 2015 - frontiersin.org
Implementing compact, low-power artificial neural processing systems with real-time on-line
learning abilities is still an open challenge. In this paper we present a full-custom mixed …

A 128128 120 dB 15 s Latency Asynchronous Temporal Contrast Vision Sensor

P Lichtsteiner, C Posch… - IEEE journal of solid-state …, 2008 - ieeexplore.ieee.org
This paper describes a 128 times 128 pixel CMOS vision sensor. Each pixel independently
and in continuous time quantizes local relative intensity changes to generate spike events …

Artificial neural networks in hardware: A survey of two decades of progress

J Misra, I Saha - Neurocomputing, 2010 - Elsevier
This article presents a comprehensive overview of the hardware realizations of artificial
neural network (ANN) models, known as hardware neural networks (HNN), appearing in …

HFirst: A temporal approach to object recognition

G Orchard, C Meyer… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
This paper introduces a spiking hierarchical model for object recognition which utilizes the
precise timing information inherently present in the output of biologically inspired …

On spike-timing-dependent-plasticity, memristive devices, and building a self-learning visual cortex

C Zamarreño-Ramos, LA Camuñas-Mesa… - Frontiers in …, 2011 - frontiersin.org
In this paper we present a very exciting overlap between emergent nanotechnology and
neuroscience, which has been discovered by neuromorphic engineers. Specifically, we are …

Mapping from frame-driven to frame-free event-driven vision systems by low-rate rate coding and coincidence processing--application to feedforward ConvNets

JA Pérez-Carrasco, B Zhao, C Serrano… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Event-driven visual sensors have attracted interest from a number of different research
communities. They provide visual information in quite a different way from conventional …

A 128128 1.5% Contrast Sensitivity 0.9% FPN 3 µs Latency 4 mW Asynchronous Frame-Free Dynamic Vision Sensor Using Transimpedance Preamplifiers

T Serrano-Gotarredona… - IEEE Journal of Solid …, 2013 - ieeexplore.ieee.org
Dynamic Vision Sensors (DVS) have recently appeared as a new paradigm for vision
sensing and processing. They feature unique characteristics such as contrast coding under …

Retinal prosthesis

JD Weiland, MS Humayun - IEEE Transactions on Biomedical …, 2014 - ieeexplore.ieee.org
Retinal prosthesis has been translated from the laboratory to the clinic over the past two
decades. Currently, two devices have regulatory approval for the treatment of retinitis …