Face Verification on RFW (test) (Calibration and Group Fairness)

99.71AUROC (%)AC-Ridge

Evaluation results

Method
AC-Ridge2026.06	99.71	94.11	97.19	37	1.77	2.63	1.65	99.51	100
AC-MLP2026.06	99.33	91.58	96.54	47	1.9	2.14	1.88	98.93	0
AC-Linear2026.06	99.31	93.49	96.82	50	1.87	2.05	1.74	98.89	50
FairCal2026.06	99.26	93.49	96.77	40	1.63	1.02	1.7	98.81	75
Oracle†2026.06	99.26	93.94	96.8	43	1.3	1.07	1.67	98.83	—
Baseline2026.06	99.25	93.14	96.58	37	1.93	27.97	12.86	98.83	—
FALCON2026.06	99.25	93.14	96.64	37	1.9	32.36	14.06	98.83	50
GST†2026.06	99.24	94.04	96.77	47	1.23	1.11	1.7	98.83	—
DemoNorm†2026.06	99.24	94.02	96.72	43	1.13	15.64	12.98	98.83	—
FRAPPE2026.06	99.2	91.8	96.01	40	1.3	1.08	1.96	98.78	0
FSN2026.06	99.13	85.36	94.57	43	1.7	27.42	12.02	98.67	0
AC-Ridge2026.06	98.95	70.6	88.09	47	1.77	3.38	3.88	98.2	0.25
AC-Linear2026.06	98.74	69.8	85.89	40	1.9	1.94	4	97.97	0.5
AC-MLP2026.06	98.66	67.74	84.51	50	1.5	2.14	4.2	97.9	0.25
FairCal2026.06	98.63	70.83	85.58	37	1.53	1.37	4.14	97.73	0.25
Oracle2026.06	98.52	73.13	85.13	37	1.43	1.21	4.25	97.6	—
DemoNorm2026.06	98.46	72.21	85.16	37	1.33	15.02	12.95	97.6	—
FRAPPÉ2026.06	98.43	70.49	83.91	37	1.77	1.23	4.39	97.51	0.5
AC-Ridge2026.06	98.43	63.4	83.72	43	1.57	3.94	4.78	97.39	0
FALCON2026.06	98.41	70.37	83.52	47	1.83	30.93	17.01	97.6	1
GST2026.06	98.4	72.89	85.18	37	1.33	1.38	4.38	97.6	—
Baseline2026.06	98.39	69.97	83.39	47	1.8	27.62	17	97.6	—
FSN2026.06	98.12	65.43	82.26	37	1.83	26.78	15.5	97.14	0.25
AC-Linear2026.06	98.04	62.44	80.05	40	1.6	2.19	5.05	96.99	3
AC-MLP2026.06	97.98	59.73	79.15	33	1.53	2.46	5.19	96.91	0
FairCal2026.06	97.83	65.3	80.07	43	1.57	1.68	5.26	96.69	0
Oracle2026.06	97.58	62.94	79.06	43	1.47	1.64	5.59	96.27	—
DemoNorm2026.06	97.48	61.58	78.61	40	1.27	15.34	13.54	96.27	—
FALCON2026.06	97.46	61.96	78.06	50	1.8	30.44	17.86	96.3	4
Baseline2026.06	97.42	61.19	77.61	47	1.8	26.77	16.75	96.27	—
GST2026.06	97.42	63.17	78.9	43	1.3	1.78	5.73	96.27	—
FRAPPE2026.06	97.33	61.06	77.02	40	1.83	1.9	5.92	95.93	2
FSN2026.06	97.16	57.64	76.38	40	1.4	25.96	15.31	95.82	0