notesum.ai

Published at December 5

cs.LG

cs.DC

Released Date: December 5, 2024

Authors: Sokratis Nikolaidis¹, Stylianos I. Venieris², Iakovos S. Venieris¹

Aff.: ¹National Technical University of Athens, Athens, Greece; ²Samsung AI Center, Cambridge, UK

Model	Location	Device	Clock Rate	Accuracy	Latency	FLOPs	#Params
MobileNetV2 [13]	Low-end	Sony Xperia C5	1.69 GHz	71.85%	31 ms	0.6 B	3.5 M
EfficientNetLite0 [14]	Mid-tier	Samsung A71	2.20 GHz	75.02%	43 ms	0.8 B	4.7 M
EfficientNetB0 [14]	High-end	Samsung S20 FE	2.73 GHz	77.04%	33 ms	0.8 B	5.3 M
MobileViT-x-small [28]	High-end	Google Pixel 7	2.85 GHz	74.64%	57 ms	1.1 B	2.3 M
InceptionV3 [29]	Server	Tesla T4 GPU	585 MHz	78.29%	15 ms	11.4 B	23.8 M
EfficientNetB3 [14]	Server	Tesla T4 GPU	585 MHz	81.49%	25 ms	3.7 B	12.2 M
DeiT-Base-Distilled [30]	Server	Tesla T4 GPU	585 MHz	83.41%	14 ms	7.7 B	86.0 M