nguyenhongson1902 / direct-training-snnLinks
This project used STBP-tdBN method to directly train Deep Spiking Neural Networks from scratch with PyTorch
☆34Updated 2 years ago
Alternatives and similar repositories for direct-training-snn
Users that are interested in direct-training-snn are comparing it to the libraries listed below
Sorting:
- [ICCV2023] Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks☆43Updated last year
- Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks☆109Updated 2 years ago
- SyOPs counter for spiking neural networks☆63Updated 2 years ago
- ☆53Updated last year
- A simple direct training implement for SNNs using Spatio-Temporal Backpropagation☆88Updated 2 years ago
- ☆24Updated 2 years ago
- Codes of the paper: Towards Energy Efficient Spiking Neural Networks: An Unstructured Pruning Framework (ICLR2024)☆12Updated last year
- Code for temporal efficient training☆63Updated 11 months ago
- ☆63Updated last year
- Deep Residual Learning in Spiking Neural Networks☆170Updated 2 years ago
- Offical implementation of "Attention Spiking Neural Networks" (IEEE T-PAMI2023)☆81Updated last year
- [CVPR 2022] Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation☆51Updated 2 years ago
- Threshold annealing in binarized spiking neural networks☆16Updated 3 years ago
- [NeurIPS 2022] Online Training Through Time for Spiking Neural Networks☆63Updated last year
- Spatio-temporal BP for SNNs☆228Updated 3 years ago
- The code associated with Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences.☆52Updated 3 years ago
- Pytorch implementation of Neuromorphic Data Augmentation for SNN, Accepted to ECCV 2022.☆40Updated 2 years ago
- Meta-Dynamic Neurons improved Spatio-temporal Generalization of Spiking Neural Networks☆9Updated 4 years ago
- Advancing Spiking Neural Networks towards Deep Residual Learning☆52Updated 3 months ago
- Awesome Spiking Neural Networks☆133Updated 3 months ago
- [TNNLS 2024] Implementation of "TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks"☆56Updated last year
- 🔥 This repo collects top international conference papers, codes about Spiking Neural Networks. 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。☆349Updated last month
- Offical implementation of "Adaptive Smoothing Gradient Learning for Spiking Neural Networks", ICML 2023☆22Updated last year
- Code for paper "Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks"☆29Updated last year
- 该仓库主要收录了顶会中SNN领域的一些论文，论文内容与代理梯度和ANN-SNN转换相关。☆18Updated 3 years ago
- Accurate and efficient Spiking recurrent networks on ECG,SHD,SSC,SOLI,(p)SMNIST,TIMIT☆80Updated 2 years ago
- [NeurIPS 2024] Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation☆17Updated 6 months ago
- The code for tuning Spiking Neural Network based on Biologically-plausible Reward Propagation☆10Updated 4 years ago
- Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation☆101Updated 4 years ago
- Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network☆103Updated 7 months ago