notesum.ai

Published at December 5

Expanding Deep Learning-based Sensing Systems with Multi-Source Knowledge Transfer

cs.AI

Released Date: December 5, 2024

Authors: Gaole Dai¹, Huatao Xu², Rui Tan¹, Mo Li²

Aff.: ¹Nanyang Technological University; ²Hong Kong University of Science and Technology

Arxiv: http://arxiv.org/pdf/2412.04060v1

Refer to caption

Methods	HARBox		ImageNet-R		NinaPro		AD
Methods	Accuracy	Traffic	Accuracy	Traffic	Accuracy	Traffic	Accuracy	Traffic
LEAD	51.46	1483	48.17	508	44.94	2.17	36.46	202
MEHLSoup	62.98	1483	47.57	508	43.32	2.17	31.04	202
AccDistill	73.40	4034	57.56	1786	35.65	11.8	52.71	768
DistillNearest	74.95	4034	57.64	1786	40.75	11.8	58.12	768
DistillWeighted	75.42	4034	57.66	1786	41.02	11.8	56.46	768
HaKT	79.27	2517	59.30	1279	45.12	6.95	63.96	525