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Published at December 4

Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification

cs.CV

Released Date: December 4, 2024

Authors: Alexandre Fournier-Montgieux¹, Michael Soumm, Adrian Popescu, Bertrand Luvison, Hervé Le Borgne

Aff.: ¹Universite Paris-Saclay, CEA, LIST, F-91120, Palaiseau, France

Arxiv: http://arxiv.org/pdf/2412.03349v1

Refer to caption

	RFW [74]						FAVCI2D [53]						BFW [57]
	DoB $\downarrow$	DPD $\downarrow$	EOD $\downarrow$	DPR $\uparrow$	EOR $\uparrow$	Acc $\uparrow$	DoB $\downarrow$	DPD $\downarrow$	EOD $\downarrow$	DPR $\uparrow$	EOR $\uparrow$	Acc $\uparrow$	DoB $\downarrow$	DPD $\downarrow$	EOD $\downarrow$	DPR $\uparrow$	EOR $\uparrow$	Acc $\uparrow$
BUPT	30.3	23.6	11.9	68.4	28.6	89.5	38.4	13.0	14.4	75.2	19.3	81.8	25.7	5.5	12.5	88.8	26.1	92.6
CASIA	35.3	19.0	22.0	71.1	5.2	85.1	39.0	21.2	28.5	66.3	16.5	81.1	29.1	9.2	14.9	82.2	1.3	90.3
CASIA + S_eg	39.4	11.5	18.8	80.4	29.4	79.9	43.1	15.5	18.7	70.6	31.6	75.1	31.8	10.0	18.9	80.4	11.3	88.0
CASIA + S_all	48.2	17.8	24.0	68.8	43.7	62.3	48.6	22.0	24.1	60.3	43.8	61.8	43.5	19.3	33.6	67.8	23.1	74.0
CASIA + W_eg	43.5	17.3	22.8	70.2	23.8	74.0	45.3	22.3	21.0	59.2	32.7	71.1	35.4	12.5	18.5	77.0	18.5	84.9
CASIA + W_all	49.1	26.7	36.2	54.7	30.7	59.1	49.1	28.1	31.2	47.1	31.0	59.4	46.4	29.6	38.5	52.4	23.5	68.2
SynFace	48.6	13.8	24.9	73.6	44.0	60.9	48.5	22.7	26.4	57.3	37.4	62.0	45.4	20.4	23.2	63.3	36.4	70.7
DigiFace	45.9	15.5	25.6	73.6	37.0	69.2	47.3	21.0	22.2	62.1	40.4	66.0	45.7	16.0	21.1	70.1	44.8	70.0
DCFace	42.7	17.2	32.7	71.4	15.3	75.6	45.1	20.0	18.9	62.8	32.1	71.6	35.4	14.2	21.5	74.4	11.7	85.0
DCFace + S_eg	44.0	13.7	36.7	76.5	18.2	72.3	45.9	15.5	21.2	68.4	31.5	69.5	37.2	18.6	29.7	68.3	10.1	82.9
DCFace + S_all	48.0	16.7	23.8	69.5	38.7	63.6	48.1	22.1	23.0	58.2	43.8	63.4	42.9	16.8	25.8	68.7	21.8	75.3
DCFace + W_eg	44.2	16.7	33.4	70.7	18.9	72.7	46.0	19.2	20.9	62.1	29.9	69.4	36.9	14.6	20.1	72.3	12.5	83.5
DCFace + W_all	49.0	19.4	31.6	59.9	23.4	59.9	48.5	23.7	26.0	54.9	36.5	61.8	44.4	24.0	24.3	56.5	27.3	72.8
\cdashline1-19 DCFace + C_eg	42.2	12.7	13.7	77.1	41.2	76.4	44.7	14.3	15.6	71.1	66.0	72.4	34.7	11.3	13.8	77.8	23.0	85.7
DCFace + C_all	41.6	11.2	14.6	80.3	45.9	77.3	44.5	14.2	14.9	70.9	58.6	72.7	34.2	11.5	13.5	77.5	24.1	86.1