Membership Inference on MS-COCO

99.74ASR

CLiDvec

Updated 18d ago

Evaluation Results

Method
CLiDvec 2024.05	99.74	99.31	95.2
CLiDth 2024.05	99.08	99.94	99.12
PFAMI 2024.05	94.48	98.6	78
Naive+F 2025.05	93.6	98.32	41.99
SecMI+F 2025.05	91	95.74	27.4
Ours 2026.07	86	95	62
Score-based MIA 2026.07	85	94	56
CLiD-MIA 2026.07	84	95	57
SecMI 2024.05	83	90.81	50.64
Ours 2026.01	82.49	-	-
SecMI 2025.05	82.09	89.37	16.79
M.C. 2024.05	82.04	89.77	36.04
Loss 2024.05	81.92	89.98	32.28
SecMI 2026.01	81.7	-	-
Naive 2025.05	80.29	87.85	4.8
unified membership inference framework 2026.07	78	90	45
PIA+F 2025.05	76	83.08	16.59
Feature-C 2026.01	70.04	-	-
PIA 2024.05	68.56	75.12	5.08
PIA 2026.01	68.3	-	-
PIA 2025.05	68.19	72.88	5.2
Feature-D 2026.01	56.31	-	-
Feature-T 2026.01	55.2	-	-
CLiD 2026.07	54	48	18
NA-P 2026.01	52.03	-	-
GD 2026.01	51.1	-	-
Score 2026.07	50	46	15
SecMI 2026.01	-	89.37	16.79
PIA 2026.01	-	71.38	5.2
NA-P 2026.01	-	52.41	2.2
GD 2026.01	-	51.22	1
Feature-T 2026.01	-	57.7	3.2
Feature-C 2026.01	-	73.08	14.6
Feature-D 2026.01	-	58	3
Noise as a Probe 2026.01	-	90.46	21.8