الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Audio Classification On Shd

المقاييس

Percentage correct

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Percentage correct	Paper Title	Repository
Event-SSM	95.9	Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models	-
SNN with spatio-temporal filters and attention	92.4	STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks
SNN with temporal-wise attention	91.1	Temporal-wise Attention Spiking Neural Networks for Event Streams Classification	-
FastSNN	70.32	Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks
Sparse Spiking Gradient Descent	77.5	Sparse Spiking Gradient Descent
SNN	87.0	MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks	-
Recurrent SNN	83.2	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks	-
SNN with Dilated Convolution with Learnable Spacings	95.1	Learning Delays in Spiking Neural Networks using Dilated Convolutions with Learnable Spacings
Recurrent convolutional SNN	83.5	Fluctuation-driven initialization for spiking neural network training
SNN featuring learnable axonal delays with adaptively delay caps	92.45	Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition	-
CNN	92.4	The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks	-

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