OpenCodePapers

audio-classification-on-shd

ClassificationAudio Classification
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PaperCodePercentage correctModelNameReleaseDate
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models✓ Link95.9Event-SSM2024-04-29
Learning Delays in Spiking Neural Networks using Dilated Convolutions with Learnable Spacings✓ Link95.1SNN with Dilated Convolution with Learnable Spacings2023-06-30
Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition92.45SNN featuring learnable axonal delays with adaptively delay caps2023-02-16
The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks92.4CNN2019-10-16
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks✓ Link92.4SNN with spatio-temporal filters and attention2022-10-11
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification91.1SNN with temporal-wise attention2021-07-25
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks✓ Link87.0SNN2022-04-21
Fluctuation-driven initialization for spiking neural network training✓ Link83.5Recurrent convolutional SNN2022-06-21
The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks83.2Recurrent SNN2019-10-16
Sparse Spiking Gradient Descent✓ Link77.5Sparse Spiking Gradient Descent2021-05-18
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks✓ Link70.32FastSNN2022-05-30
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