notesum.ai

Published at November 27

cs.CV

Released Date: November 27, 2024

Authors: Dong Han¹, Yong Li², Joachim Denzler³

Aff.: ¹Huawei Munich Research Center, Friedrich Schiller University Jena; ²Huawei Munich Research Center; ³Friedrich Schiller University Jena

Target Model	Method	Facenet	VGG-Face	GhostFaceNet	ArcFace	Average
IRSE50 (Hu et al., 2018)	None	3.9	6.3	3.0	9.1	5.6
	MLP	33.8	63.4	64.2	72.8	58.6
	KAN	25.3	53.7	75.2	67.9	55.5
IR152 (Deng et al., 2019)	None	4.6	4.0	7.6	2.3	4.6
	MLP	39.2	58.7	68.0	78.9	61.2
	KAN	36.7	56.3	68.8	80.7	60.6
DCTDP (Ji et al., 2022)	None	3.8	5.0	2.9	7.1	4.7
	MLP	39.5	64.3	69.8	78.4	63.0
	KAN	45.2	67.4	75.2	82.7	67.6
HFCF (Han et al., 2024b)	None	6.5	6.9	5.1	11.4	7.5
	MLP	34.0	58.7	63.2	74.9	57.7
	KAN	38.5	62.9	70.8	77.7	62.5
HFCF-SkinColor (Han et al., 2024a)	None	3.3	4.8	1.9	7.2	4.3
	MLP	35.2	61.8	62.4	76.6	59.0
	KAN	42.0	67	69.0	81.6	64.9
PartialFace (Mi et al., 2023)	None	2.5	3.5	1.8	6.6	3.6
	MLP	35.7	59.4	63.0	72.6	57.7
	KAN	39.4	64.4	68.4	76.0	62.1