Cargando…

Direct training high-performance spiking neural networks for object recognition and detection

INTRODUCTION: The spiking neural network (SNN) is a bionic model that is energy-efficient when implemented on neuromorphic hardwares. The non-differentiability of the spiking signals and the complicated neural dynamics make direct training of high-performance SNNs a great challenge. There are numero...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhang, Hong, Li, Yang, He, Bin, Fan, Xiongfei, Wang, Yue, Zhang, Yu
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2023
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10442545/ https://www.ncbi.nlm.nih.gov/pubmed/37614339 http://dx.doi.org/10.3389/fnins.2023.1229951

Ejemplares similares

Spiking Neural Network for Fourier Transform and Object Detection for Automotive Radar
por: López-Randulfe, Javier, et al.
Publicado: (2021)

Spike-Train Level Direct Feedback Alignment: Sidestepping Backpropagation for On-Chip Training of Spiking Neural Nets
por: Lee, Jeongjun, et al.
Publicado: (2020)

Spatio-Temporal Backpropagation for Training High-Performance Spiking Neural Networks
por: Wu, Yujie, et al.
Publicado: (2018)

Deep Spiking Neural Networks for Large Vocabulary Automatic Speech Recognition
por: Wu, Jibin, et al.
Publicado: (2020)

The spike gating flow: A hierarchical structure-based spiking neural network for online gesture recognition
por: Zhao, Zihao, et al.
Publicado: (2022)

A Retinotopic Spiking Neural Network System for Accurate Recognition of Moving Objects Using NeuCube and Dynamic Vision Sensors
por: Paulun, Lukas, et al.
Publicado: (2018)

Characterization of Generalizability of Spike Timing Dependent Plasticity Trained Spiking Neural Networks
por: Chakraborty, Biswadeep, et al.
Publicado: (2021)

Training Deep Spiking Neural Networks Using Backpropagation
por: Lee, Jun Haeng, et al.
Publicado: (2016)

Neuroevolution Guided Hybrid Spiking Neural Network Training
por: Lu, Sen, et al.
Publicado: (2022)

EXODUS: Stable and efficient training of spiking neural networks
por: Bauer, Felix C., et al.
Publicado: (2023)

Synthesis of neural networks for spatio-temporal spike pattern recognition and processing
por: Tapson, Jonathan C., et al.
Publicado: (2013)

Efficient human activity recognition with spatio-temporal spiking neural networks
por: Li, Yuhang, et al.
Publicado: (2023)

SSTDP: Supervised Spike Timing Dependent Plasticity for Efficient Spiking Neural Network Training
por: Liu, Fangxin, et al.
Publicado: (2021)

Learnable axonal delay in spiking neural networks improves spoken word recognition
por: Sun, Pengfei, et al.
Publicado: (2023)

Enabling Spike-Based Backpropagation for Training Deep Neural Network Architectures
por: Lee, Chankyu, et al.
Publicado: (2020)

Direct learning-based deep spiking neural networks: a review
por: Guo, Yufei, et al.
Publicado: (2023)

Semantic Relatedness Emerges in Deep Convolutional Neural Networks Designed for Object Recognition
por: Huang, Taicheng, et al.
Publicado: (2021)

SCTN: Event-based object tracking with energy-efficient deep convolutional spiking neural networks
por: Ji, Mingcheng, et al.
Publicado: (2023)

Neural Representations that Support Invariant Object Recognition
por: Goris, Robbe L. T., et al.
Publicado: (2009)

Spatiotemporal neural dynamics of object recognition under uncertainty in humans
por: Wu, Yuan-hao, et al.
Publicado: (2023)

Event-Based Circular Detection for AUV Docking Based on Spiking Neural Network
por: Zhang, Feihu, et al.
Publicado: (2022)

Invariance of object detection in untrained deep neural networks
por: Cheon, Jeonghwan, et al.
Publicado: (2022)

Training Facilitates Object Recognition in Cubist Paintings
por: Wiesmann, Martin, et al.
Publicado: (2010)

Effects of Spike Anticipation on the Spiking Dynamics of Neural Networks
por: de Santos-Sierra, Daniel, et al.
Publicado: (2015)

Integrating Non-spiking Interneurons in Spiking Neural Networks
por: Strohmer, Beck, et al.
Publicado: (2021)

SpikePropamine: Differentiable Plasticity in Spiking Neural Networks
por: Schmidgall, Samuel, et al.
Publicado: (2021)

Training Spiking Neural Networks for Reinforcement Learning Tasks With Temporal Coding Method
por: Wu, Guanlin, et al.
Publicado: (2022)

Comparing Object Recognition in Humans and Deep Convolutional Neural Networks—An Eye Tracking Study
por: van Dyck, Leonard Elia, et al.
Publicado: (2021)

DRFnet: Dynamic receptive field network for object detection and image recognition
por: Tan, Minjie, et al.
Publicado: (2023)

Corrigendum: SCTN: event-based object tracking with energy-efficient deep convolutional spiking neural networks
por: Ji, Mingcheng, et al.
Publicado: (2023)

Unsupervised Learning on Resistive Memory Array Based Spiking Neural Networks
por: Guo, Yilong, et al.
Publicado: (2019)

Causal neural mechanisms of context-based object recognition
por: Wischnewski, Miles, et al.
Publicado: (2021)

Automatic Detection of High-Frequency Oscillations With Neuromorphic Spiking Neural Networks
por: Burelo, Karla, et al.
Publicado: (2022)

On-Chip Training Spiking Neural Networks Using Approximated Backpropagation With Analog Synaptic Devices
por: Kwon, Dongseok, et al.
Publicado: (2020)

Efficient training of spiking neural networks with temporally-truncated local backpropagation through time
por: Guo, Wenzhe, et al.
Publicado: (2023)

A scalable implementation of the recursive least-squares algorithm for training spiking neural networks
por: Arthur, Benjamin J., et al.
Publicado: (2023)

A spiking neural network model of self-organized pattern recognition in the early mammalian olfactory system
por: Kaplan, Bernhard A., et al.
Publicado: (2014)

High-efficiency and low-energy ship recognition strategy based on spiking neural network in SAR images
por: Xie, Hongtu, et al.
Publicado: (2022)

Retina-Based Pipe-Like Object Tracking Implemented Through Spiking Neural Network on a Snake Robot
por: Jiang, Zhuangyi, et al.
Publicado: (2019)

Phase diagram of spiking neural networks
por: Seyed-allaei, Hamed
Publicado: (2015)

Cannot write session to /tmp/vufind_sessions/sess_1t6166rr8ff3agfvacie1hk6bg