nguyenhongson1902 / direct-training-snnLinks
This project used STBP-tdBN method to directly train Deep Spiking Neural Networks from scratch with PyTorch
☆35Updated 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 2 years ago
- Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks☆110Updated 3 years ago
- ☆25Updated 2 years ago
- Code for temporal efficient training☆63Updated last month
- Deep Residual Learning in Spiking Neural Networks☆173Updated 3 years ago
- ☆55Updated last year
- Pytorch implementation of Neuromorphic Data Augmentation for SNN, Accepted to ECCV 2022.☆41Updated 2 years ago
- SyOPs counter for spiking neural networks☆65Updated 2 years ago
- ☆62Updated 2 years ago
- [NeurIPS 2022] Online Training Through Time for Spiking Neural Networks☆63Updated last year
- Optimizing threshold and leak in LIF neurons with end-to-end backpropagation☆20Updated 3 years ago
- Advancing Spiking Neural Networks towards Deep Residual Learning☆53Updated 4 months ago
- [NeurIPS 2024] Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation☆18Updated 7 months ago
- A simple direct training implement for SNNs using Spatio-Temporal Backpropagation☆88Updated 2 years ago
- ☆18Updated last year
- Code for paper "Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks"☆30Updated last year
- Codes of the paper: Towards Energy Efficient Spiking Neural Networks: An Unstructured Pruning Framework (ICLR2024)☆13Updated last year
- The code associated with Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences.☆52Updated 4 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
- Accurate and efficient Spiking recurrent networks on ECG,SHD,SSC,SOLI,(p)SMNIST,TIMIT☆81Updated 2 years ago
- Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation☆102Updated 4 years ago
- Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network☆105Updated 9 months ago
- Awesome Spiking Neural Networks☆135Updated 5 months ago
- Offical implementation of "Adaptive Smoothing Gradient Learning for Spiking Neural Networks", ICML 2023☆22Updated 2 years ago
- [TNNLS 2024] Implementation of "TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks"☆57Updated last year
- STSC-SNN: Spatio-Temporal Synaptic Connection with temporal convolution and attention for spiking neural networks☆23Updated 2 years ago
- Spatio-temporal BP for SNNs☆231Updated 3 years ago
- This is the official project repository for BKDSNN: Enhancing the Performance of Learning-based Spiking Neural Networks Training with Blu…☆29Updated 9 months ago
- Paper list for SNN based computer vision tasks.☆127Updated 11 months ago