Face Verification Fairness Evaluation on BFW (test) benchmark leaderboard · SOTA2 Research

Face Verification Fairness Evaluation on BFW (test)

98.95AUROC (%)Oracle

Evaluation Results

Method	Links
Oracle2026.06		98.95	72.27	87.43	97.88	0.006	0.0291	—	31.5	15.42	16	1.37	8.17	3.35
AC-Linear2026.06		98.91	72.47	87.65	97.75	0.0082	0.029	12.5	22.17	12.15	26	1.87	5.67	2.33
FairCal2026.06		98.9	73.15	87.78	97.77	0.0039	0.0287	12.5	27.37	13.12	21	1.57	7.05	2.56
FRAPPE2026.06		98.86	71.26	87.13	97.72	0.0033	0.0295	—	22.89	12.68	23	1.65	5.87	2.76
FALCON2026.06		98.85	70.37	86.62	97.77	0.1404	0.0826	12.5	20.35	10.69	26	1.99	5.25	2.71
FSN2026.06		98.85	71.82	87.12	97.68	0.1305	0.0569	12.5	28.97	15.39	17	1.47	7.5	3.58
Baseline2026.06		98.8	67.95	85.7	97.78	0.1194	0.0561	—	21.05	10.41	30	2.22	5.53	3.42
DemoNorm2026.06		98.8	70.36	86.64	97.78	0.2259	0.1904	—	53.46	24.83	20	1.26	14.1	6.74
GST2026.06		98.76	72	87.03	97.78	0.0049	0.0301	—	40.52	21.11	15	1.14	10.62	5.45
AC-MLP2026.06		98.74	70.77	86.74	97.52	0.013	0.0314	12.5	31.16	15.02	17	1.52	8.09	3.44
AC-Ridge2026.06		98.63	73.63	86.84	97.19	0.0195	0.0304	12.5	21.9	10.11	25	2.1	5.61	2.76
Oracle2026.06		97.98	84.79	89.28	96.42	0.0174	0.0303	—	18.6	12.59	23	1.78	4.74	2.98
AC-Linear2026.06		97.58	83.93	89.38	95.37	0.0112	0.03	12.5	16.59	12.17	23	1.64	4.21	2.64
AC-Ridge2026.06		97.43	84.7	89.38	95.43	0.0409	0.0329	37.5	16.02	12.35	30	1.87	4.08	2.9
FairCal2026.06		97.33	84.94	89.35	95.09	0.013	0.0304	0	17.44	12.69	24	1.44	4.41	3.07
AC-MLP2026.06		97.23	83.62	88.71	95.08	0.0244	0.0324	0	19.23	12.94	19	1.45	4.94	2.77
FRAPPE2026.06		97.1	84.18	89.08	94.73	0.0098	0.0309	—	15.53	12.32	36	2.38	3.92	2.8
Baseline2026.06		97.07	84.64	89.19	94.63	0.1243	0.0893	—	16.75	12.6	26	1.81	4.26	3.03
FALCON2026.06		97.07	84.73	89.23	94.64	0.2028	0.0974	0	16.93	12.68	26	1.72	4.31	3.04
DemoNorm2026.06		97.04	84.7	89.12	94.63	0.2221	0.1881	—	20.92	14.17	16	0.96	5.41	3.51
FSN2026.06		96.96	84.65	89.1	94.32	0.1246	0.0881	0	18.63	13.75	20	1.28	4.8	3.28
GST2026.06		96.96	84.77	89.15	94.63	0.0089	0.0307	—	19.38	13.86	19	1.06	4.99	3.34