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Published at November 21

Efficient Spatio-Temporal Signal Recognition on Edge Devices Using PointLCA-Net

cs.ET

Released Date: November 21, 2024

Authors: Sanaz Mahmoodi Takaghaj, Jack Sampson

Arxiv: http://arxiv.org/abs/2411.14585v1

Refer to caption

				Accuracy
				Decoding Methods
Dataset	Method	GFLOPs	Energy	$\underset{i}{max}\left\{a_{i}\right\}$	$\underset{k}{max}\sum_{i}\left\|a_{i}^{(k)}\right\|$
NMNIST	PointLCA-Net	3	0.27 mJ	95.49%	98.01%
DVS128	PointLCA-Net	0.7	0.065 mJ	82.67%	90.02%
SHD	PointLCA-Net	0.07	$6.4\,\mu$ J	59.85%	65.11%
DVS128	SpikePoint [27]^a	0.9	0.82 mJ	98.6%
^aThis method hasn’t been tested on NMNIST or SHD.