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Published at November 20

Cross-Camera Distracted Driver Classification through Feature Disentanglement and Contrastive Learning

cs.CV

cs.AI

cs.CY

Released Date: November 20, 2024

Authors: Simone Bianco¹, Luigi Celona¹, Paolo Napoletano¹

Aff.: ¹Department of Informatics, Systems and Communication, University of Milano-Bicocca

Arxiv: http://arxiv.org/abs/2411.13181v1

Refer to caption

	D{2,3,4} $\rightarrow$ D1		D{1,3,4} $\rightarrow$ D2		D{1,2,4} $\rightarrow$ D3		D{1,2,3} $\rightarrow$ D4		N{2,3,4} $\rightarrow$ N1		N{1,3,4} $\rightarrow$ N2		N{1,2,4} $\rightarrow$ N3		N{1,2,3} $\rightarrow$ N4
	Top-1	Top-5	Top-1	Top-5	Top-1	Top-5	Top-1	Top-5	Top-1	Top-5	Top-1	Top-5	Top-1	Top-5	Top-1	Top-5
GhostNet	32.37	72.55	62.51	93.75	50.99	82.56	11.29	39.31	31.95	69.09	49.19	83.79	19.39	55.85	8.63	29.69
MobileNetV3	18.72	63.19	53.48	85.45	37.23	72.22	9.10	38.60	33.18	70.21	47.75	81.78	18.37	49.68	5.30	24.25
SqueezeNet	15.72	47.01	35.62	82.39	39.11	72.90	7.91	32.54	33.02	69.38	45.99	78.42	15.84	46.27	4.22	21.06