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SotA/Audio/Audio Classification/SHD

Audio Classification on SHD

Metric: Percentage correct (higher is better)

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Results

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#Model↕Percentage correct▼Extra DataPaperDate↕Code
1Event-SSM95.9NoScalable Event-by-event Processing of Neuromorph...2024-04-29Code
2SNN with Dilated Convolution with Learnable Spacings95.1NoLearning Delays in Spiking Neural Networks using...2023-06-30Code
3SNN featuring learnable axonal delays with adaptively delay caps92.45NoAdaptive Axonal Delays in feedforward spiking ne...2023-02-16-
4CNN92.4NoThe Heidelberg spiking datasets for the systemat...2019-10-16-
5SNN with spatio-temporal filters and attention92.4NoSTSC-SNN: Spatio-Temporal Synaptic Connection wi...2022-10-11Code
6SNN with temporal-wise attention91.1NoTemporal-wise Attention Spiking Neural Networks ...2021-07-25-
7SNN87NoMAP-SNN: Mapping Spike Activities with Multiplic...2022-04-21Code
8Recurrent convolutional SNN83.5NoFluctuation-driven initialization for spiking ne...2022-06-21Code
9Recurrent SNN83.2NoThe Heidelberg spiking datasets for the systemat...2019-10-16-
10Sparse Spiking Gradient Descent77.5NoSparse Spiking Gradient Descent2021-05-18Code
11FastSNN70.32NoRobust and accelerated single-spike spiking neur...2022-05-30Code