Tag: SNN
All the articles with the tag "SNN".
Rethinking the Membrane Dynamics and Optimization Objectives of Spiking Neural Networks
Updated: at 14:57Published: at 15:23NIPS2024。主要研究的是静态任务中，推理前膜电位初始值设置对精度的影响。
VPRTempo: A Fast Temporally Encoded Spiking Neural Network for Visual Place Recognition
Updated: at 15:06Published: at 15:34ICRA2024的论文，用Temporal Encoding的STDP Direct Training的SNN做场景识别的任务。太简单了
Memory-Efficient Reversible Spiking Neural Networks
Updated: at 15:06Published: at 14:35通过设计提高训练速度，降低显存占用的工作。
SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding
Updated: at 15:06Published: at 16:40SNN+Mamba完成TVG时序视频定位任务，哈工大和北大的工作。
Integer-Valued Training and Spike-Driven Inference Spiking Neural Network for High-performance and Energy-efficient Object Detection
Updated: at 15:06Published: at 12:46SpikeYOLO，中科院自动化所的工作，ECCV2024 Oral
SNN视频流任务调研
Updated: at 10:14Published: at 13:42学习一下视频stream上任务的一些工作，大概计划一下后续的工作。
SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN
Updated: at 15:06Published: at 14:19游康师兄的工作，ANN2SNN的Transformer。
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence
Updated: at 15:06Published: at 19:49北大惊蛰，非常有影响力的SNN框架，实现了从数据编码、数据集整合到训练、硬件部署的全流程，SNN的torch级别的工作。发表在Science Advanced上。
Towards spike-based machine intelligence with neuromorphic computing
Updated: at 15:06Published: at 18:43Nature上关于SNN的综述
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks
Updated: at 15:06Published: at 18:33SNN部署的硬件设计or evaluation benchmark。