snn

There are 8 repositories under snn topic.

BindsNET / bindsnet
Simulation of spiking neural networks (SNNs) using PyTorch.
spiking-neural-networks gpu-computing pytorch machine-learning snn reinforcement-learning stdp dynamic neurons simulation synapse
Language:Python 1420
fangwei123456 / spikingjelly
SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.
pytorch spiking-neural-networks snn deep-learning machine-learning dvs
Language:Python 1134
snntorch
jeshraghian / snntorch
Deep and online learning with spiking neural networks in Python
pytorch spiking-neural-networks neuron-models python neural-networks machine-learning neuroscience snn spiking spike
Language:Python 1059
codingonion / awesome-yolo-object-detection
🚀🚀🚀 A collection of some awesome public YOLO object detection series projects.
yolo yolov5 onnx tensorrt object-detection snn attention yolov8 autonomous-driving spiking-neural-network gui awesome-list sora openai gpt yolov9 qt cuda llm ultralytics
1043
cwq159 / PyTorch-Spiking-YOLOv3
A PyTorch implementation of Spiking-YOLOv3. Two branches are provided, based on two common PyTorch implementation of YOLOv3(ultralytics/yolov3 & eriklindernoren/PyTorch-YOLOv3), with support for Spiking-YOLOv3-Tiny at present.
pytorch-yolov3 spiking-neural-network parameter-normalization ann-to-snn channel-wise-normalization eriklindernoren ultralytics yolov3-tiny convert-operators spiking-yolo snn pascal-voc coco
Language:Python 191
AXYZdong / awesome-snn-conference-paper
🔥 This repo compiles top conference papers and code for Spiking Neural Networks research. The project is actively evolving. 本仓库收集了脉冲神经网络领域的顶会顶刊论文和代码，正在持续更新中。
snn spiking-neural-networks awesome conference-paper brain-inspired-computing
175
open-neuromorphic / open-neuromorphic
List of open source neuromorphic projects: SNN training frameworks, DVS handling routines and so on.
deep-learning machine-learning neural-network neuromorphic neuromorphic-computing snn
136
aa-samad / conv_snn
Code for "Convolutional spiking neural networks (SNN) for spatio-temporal feature extraction" paper
snn neuromorphic cifar10 spatio-temporal-analysis cnn convolutional-neural-networks deep-learning pytorch
Language:Python 115
codingonion / awesome-snn
🔥🔥🔥A collection of some awesome public SNN(Spiking Neural Network) projects.
snn spiking-neural-network yolo yolov5 brain object-detection bindsnet spiking braincog stbp event-camera computer-vision yolov8 chatgpt spikingjelly large-language-models awesome-list yolov9 transformer attention
113
open-neuromorphic / awesome-neuromorphic-hw
Repository collecting papers about neuromorphic hardware, such as ASIC and FPGA implementations of SNNs and stuff.
analog chip digital hardware ic neuromorphic research snn ai dnn ml fpga mixed-signal
109
nitin-rathi / hybrid-snn-conversion
Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation
pytorch snn ann-snn-conversion deep-learning backpropagation-algorithm spiking-neural-networks
Language:Python 92
zhouchenlin2096 / Awesome-Spiking-Neural-Networks
A paper list of spiking neural networks, including papers, codes, and related websites.
codes papers snn spiking spiking-neural-network paperlist deep-learning brain-inspired event-driven neuromorphic-computing spikingjelly 3rd-generation-of-artificial-neural-networks biological-plausibility energy-efficiency binary spike awesome-list awesome
90
djsaunde / spiketorch
Experiments with spiking neural networks (SNNs) in PyTorch. See https://github.com/BINDS-LAB-UMASS/bindsnet for the successor to this project.
machine-learning neurons python pytorch snn spiking-neural-networks
Language:Python 89
fangwei123456 / Parametric-Leaky-Integrate-and-Fire-Spiking-Neuron
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks
spiking-neural-networks snn deep-learning deep-neural-networks
Language:Python 84
markstrefford / Spiking-Neural-Network
Basic SNN propogating spikes between LIF neurons
snn machine-learning spiking-neural-networks lif leaky-integrate-and-fire-neuron
Language:Jupyter Notebook 77
spyx
kmheckel / spyx
Spyx: Spiking Neural Networks in JAX
ai ml neural-networks spiking-neural-networks jax snn dm-haiku neuromorphic
Language:Jupyter Notebook 71
synsense / sinabs
A deep learning library for spiking neural networks which is based on PyTorch, focuses on fast training and supports inference on neuromorphic hardware.
spiking-neural-networks machine-learning pytorch snn
Language:Python 64
combra-lab / spiking-ddpg-mapless-navigation
Spiking-DDPG trains an SNN for energy-efficient mapless navigation on Intel's Loihi neuromorphic processor.
snn loihi neuromorphic-computing intel-neuromorphic deep-reinforcement-learning mapless-navigation pytorch ros gazebo turtlebot2 ddpg spiking-neural-networks
Language:Python 61
zhouchenlin2096 / Spikingformer
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network
brain-inspired deep-learning neuromorphic-computing snn spiking-neural-networks transformer spiking-transformer binary spike 3rd-generation-of-artificial-neural-networks spikingjelly energy-efficiency pytorch
Language:Python 54
ricardodeazambuja / Bee
The Spiking Reservoir (Liquid State Machine - LSM) Simulator
artificial-neural-networks c neurorobotics python simulator snn spiking-neural-networks
Language:Jupyter Notebook 46
haoyz / sym-STDP-SNN
Code for the model presented in the paper "A Biologically Plausible Supervised Learning Method for Spiking Neural Networks Using the Symmetric STDP Rule"
spiking-neural-networks stdp snn
Language:C++ 45
rockpool
synsense / rockpool
A machine learning library for spiking neural networks. Supports training with both torch and jax pipelines, and deployment to neuromorphic hardware.
deployment jax machine-learning neuromorphic pytorch snn
Language:Python 42
combra-lab / pop-spiking-deep-rl
DRL with population coded spiking neural network for optimal and energy-efficient continuous control.
deep-reinforcement-learning spiking-neural-networks snn openai-gym mujoco control robotics
Language:Python 39
zhouyanasd / DL-NC
spiking-neural-networks
brian2 machine-learning snn lsm stdp plasticity spiking-neural-networks
Language:Python 37
metr0jw / Spiking-Neural-Network-on-FPGA
Leaky Integrate and Fire (LIF) model implementation for FPGA
computational-neuroscience neuromorphic-computing snn spiking-neural-network spiking-neural-networks verilog verilog-hdl leaky-integrate-and-fire-model leaky-integrate-and-fire-neuron lif-model lif-neuron
Language:Verilog 34
colinator / spikeflow
Python library for easy creation and running of spiking neural networks in tensorflow.
tensorflow spiking-neural-networks snn computational-neuroscience python
Language:Jupyter Notebook 32
jeshraghian / QSNNs
Quantization-aware training with spiking neural networks
spiking neural networks snn backpropagation quantization quantization-aware-training deep-learning spiking-neural-networks neuroscience
Language:Python 32
zhouchenlin2096 / Spikingformer-CML
Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation
3rd-generation-of-artificial-neural-networks binary brain-inspired deep-learning energy-efficiency neuromorphic-computing snn spike spiking-neural-network spiking-transformer spikingjelly transformer pytorch
Language:Python 32
yikaiw / SNN
[ICCV 2021] Code release for "Sub-bit Neural Networks: Learning to Compress and Accelerate Binary Neural Networks"
bnn binary-neural-networks iccv2021 sub-bit-neural-networks snn
Language:Python 31
libgirlenterprise / WheatNNLeek
Spiking neural network system
snn spiking-neural-networks neuroscience rust common-lisp neuromorphic
Language:Rust 26
lyh983012 / ES-imagenet-master
code for generating data set ES-ImageNet with corresponding training code
pytorch python deep-learning snn dataset dataset-generation
Language:Jupyter Notebook 25
edabk-hust / edabk_brain_soc
A project dedicated to developing a hardware Integrated Circuit (IC) for a Spike Neural Network (SNN), powered by the RTL code generated by ChatGPT-4 with advanced optimizations.
chatgpt chatgpt4 efabless openlane snn soc verilog
Language:Verilog 24
plotlabs / SNNs-In-Tensorflow
Implementation of a Spiking Neural Network in Tensorflow.
spiking-neural-networks tensorflow snn hodgkin-huxley-model numpy
Language:Python 24
udion / Neurapse
Nuerapse simulations for SNNs
artificial-neural-networks snn stdp neural-network dynamic-random-networks spike-trains neuroscience neurocomputing
Language:Python 24
ShahriarRezghi / Spyker
High-performance Spiking Neural Networks Library Written From Scratch with C++ and Python Interfaces.
cxx python snn stdp cuda high-performance r-stdp computational-neuroscience cudnn neuroscience onednn
Language:C++ 20
cowolff / Simple-Spiking-Neural-Network-STDP
A simple from scratch implementation of a Spiking-Neural-Network with STDP in Python which is beeing trained on MNIST.
ann mnist snn snn-stdp python
Language:Jupyter Notebook 16

snn

BindsNET / bindsnet

fangwei123456 / spikingjelly

jeshraghian / snntorch

codingonion / awesome-yolo-object-detection

cwq159 / PyTorch-Spiking-YOLOv3

AXYZdong / awesome-snn-conference-paper

open-neuromorphic / open-neuromorphic

aa-samad / conv_snn

codingonion / awesome-snn

open-neuromorphic / awesome-neuromorphic-hw

nitin-rathi / hybrid-snn-conversion

zhouchenlin2096 / Awesome-Spiking-Neural-Networks

djsaunde / spiketorch

fangwei123456 / Parametric-Leaky-Integrate-and-Fire-Spiking-Neuron

markstrefford / Spiking-Neural-Network

kmheckel / spyx

synsense / sinabs

combra-lab / spiking-ddpg-mapless-navigation

zhouchenlin2096 / Spikingformer

ricardodeazambuja / Bee

haoyz / sym-STDP-SNN

synsense / rockpool

combra-lab / pop-spiking-deep-rl

zhouyanasd / DL-NC

metr0jw / Spiking-Neural-Network-on-FPGA

colinator / spikeflow

jeshraghian / QSNNs

zhouchenlin2096 / Spikingformer-CML

yikaiw / SNN

libgirlenterprise / WheatNNLeek

lyh983012 / ES-imagenet-master

edabk-hust / edabk_brain_soc

plotlabs / SNNs-In-Tensorflow

udion / Neurapse

ShahriarRezghi / Spyker

cowolff / Simple-Spiking-Neural-Network-STDP