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Published at November 26

Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion

cs.NE

Released Date: November 26, 2024

Authors: Chen Li¹, Bipin. Rajendran

Aff.: ¹King's College London, London, UK

Arxiv: http://arxiv.org/abs/2411.17431v1

Refer to caption

CIFAR-10	ANN	$\boldsymbol{T}$
CIFAR-10	ANN	T=1	T=2	T=4	T=8	T=16
ResNet-18 w/o NA	95.50	91.62	93.65	95.18	96.08	96.38
ResNet-18 w/ NA	94.97	93.71	95.26	95.95	96.61	96.72
ImageNet	ANN	$\boldsymbol{T}$
ImageNet	ANN	T=8	T=16	T=32	T=64	T=128
ResNet-50 w/o NA	75.96	33.94	56.42	69.33	74.95	76.84
ResNet-50 w/ NA	75.67	37.08	58.76	71.50	75.69	76.95