Audio Classification on SHD

22개 결과 · ⬇ CSV · JSON

Percentage correct

Rank	Model	Percentage correct	Paper	Code	Year
1	Event-SSM	95.9	Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models	Efficient-Scalable-Machine-Learning/event-ssm	2024
2	SNN with Dilated Convolution with Learnable Spacings	95.1	Learning Delays in Spiking Neural Networks using Dilated Convolutions with Learnable Spacings	thvnvtos/snn-delays	2023
3	SNN featuring learnable axonal delays with adaptively delay caps	92.45	Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition		2023
4	CNN	92.4	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks		2019
4	SNN with spatio-temporal filters and attention	92.4	STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks	Tab-ct/STSC-SNN	2022
6	SNN with temporal-wise attention	91.1	Temporal-wise Attention Spiking Neural Networks for Event Streams Classification		2021
7	SNN	87.0	MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks	Tab-ct/MAP-SNN	2022
8	Recurrent convolutional SNN	83.5	Fluctuation-driven initialization for spiking neural network training	fmi-basel/stork	2022
9	Recurrent SNN	83.2	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks		2019
10	Sparse Spiking Gradient Descent	77.5	Sparse Spiking Gradient Descent	npvoid/SparseSpikingBackprop	2021
11	FastSNN	70.32	Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks	webstorms/fastsnn	2022
12	Event-SSM	95.9	Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models	Efficient-Scalable-Machine-Learning/event-ssm	2024
13	SNN with Dilated Convolution with Learnable Spacings	95.1	Learning Delays in Spiking Neural Networks using Dilated Convolutions with Learnable Spacings	thvnvtos/snn-delays	2023
14	SNN featuring learnable axonal delays with adaptively delay caps	92.45	Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition		2023
15	CNN	92.4	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks		2019
15	SNN with spatio-temporal filters and attention	92.4	STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks	Tab-ct/STSC-SNN	2022
17	SNN with temporal-wise attention	91.1	Temporal-wise Attention Spiking Neural Networks for Event Streams Classification		2021
18	SNN	87.0	MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks	Tab-ct/MAP-SNN	2022
19	Recurrent convolutional SNN	83.5	Fluctuation-driven initialization for spiking neural network training	fmi-basel/stork	2022
20	Recurrent SNN	83.2	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks		2019