notesum.ai

Published at November 26

cs.NE

Released Date: November 26, 2024

Authors: Wangdan Liao¹, Weidong Wang²

Aff.: ¹Beihang University; ²Chinese PLA General Hospital

Model	Top-1 Acc (%)	SPKBlock	$T$	$\tau$	V Threshold	Number of Branches	Surrogate
ResNet-18	75.4	—	—	—	—	—	—
ResNet-18	64.3	SL	1	4.0	1.0	1	Sigmoid
ResNet-18	66.0	SL	1	2.0	1.0	1	Sigmoid
ResNet-18	67.1	SL	1	2.0	1.0	1	ATan
ResNet-18	70.9	SL	4	2.0	1.0	1	Sigmoid
ResNet-18	70.4	SL	8	2.0	1.0	1	Sigmoid
ResNet-18	71.0	RL	1	2.0	1,2	2	ATan
ResNet-18	74.4	MBPL	2	2.0