Membership Inference Attack on VL-MIA Flickr 2k

0.814AUCCSA-MIA

Evaluation Results

Method
CSA-MIA2026.05	0.814	0.342	39.2	88.7	67.1
CSA-MIA2026.05	0.755	0.18	23	82.1	59
CSA-MIA2026.05	0.722	0.092	14.2	74	54.6
MaxRényi_10%2026.05	0.716	0.134	18.4	78.6	56.7
MaxRényi_100%2026.05	0.713	0.153	20.3	80.9	57.8
MaxRényi_100%2026.05	0.712	0.162	21.2	80.9	58.1
ModRényi2026.05	0.688	0.127	17.7	78	56.4
Perplexity2026.05	0.683	0.089	13.9	73.9	54.5
MaxRényi_100%2026.05	0.679	0.076	12.6	72.4	53.9
Min-20% ++2026.05	0.679	0.101	15	75.4	55.1
MaxRényi_10%2026.05	0.672	0.052	10.2	67.1	52.6
Max_Prob_Gap2026.05	0.668	0.139	18.9	79.4	57
MaxRényi_10%2026.05	0.667	0.076	12.6	71.6	53.8
Min-20% ++2026.05	0.666	0.141	19.1	79.3	57.1
Min-10% ++2026.05	0.655	0.086	13.6	73.1	54.3
MaxRényi_0%2026.05	0.651	0.115	16.5	76.7	55.8
Max_Prob_Gap2026.05	0.65	0.125	17.5	77.8	56.3
Min-10% ++2026.05	0.65	0.078	12.8	72.3	54
Perplexity2026.05	0.649	0.068	11.7	70.5	53.4
Min-20% ++2026.05	0.649	0.021	7.1	58.7	51.1
Max_Prob_Gap2026.05	0.641	0.096	14.6	74.9	54.9
ModRényi2026.05	0.641	0.071	12.1	70.8	53.6
Min_20% Prob2026.05	0.629	0.053	10.3	67.3	52.7
Min-0% ++2026.05	0.621	0.035	8.5	63.4	51.8
Min-10% ++2026.05	0.621	0.035	8.5	63.4	51.8
Min_20% Prob2026.05	0.619	0.029	7.8	61.4	51.5
Min_10% Prob2026.05	0.614	0.033	8.3	62.4	51.7
MaxRényi_0%2026.05	0.612	0.071	12.1	70.8	53.6
Min-0% ++2026.05	0.612	0.061	11	69.2	53.1
Perplexity2026.05	0.609	0.032	8.2	62.1	51.6
Min_10% Prob2026.05	0.609	0.033	8.3	62.4	51.7
ModRényi2026.05	0.602	0.032	8.2	62.1	51.6
Min_20% Prob2026.05	0.592	0.025	7.5	60	51.3
Min-0% ++2026.05	0.588	-0.012	3.8	43.2	49.4
Min_0% Prob2026.05	0.584	0.018	6.8	57.6	50.9
Min_0% Prob2026.05	0.584	-0.001	4.9	49.5	50
Min_10% Prob2026.05	0.579	-0.002	4.4	48.9	49.9
Aug_KL2026.05	0.577	0.066	11.6	70.7	53.4
MaxRényi_0%2026.05	0.562	-0.014	3.5	41.7	49.3
Image-only Inference2026.05	0.557	0.028	7.8	61.4	51.5
Image-only Inference2026.05	0.556	0.017	6.7	57.3	50.9
Min_0% Prob2026.05	0.551	0.005	5.5	52.4	50.3
Aug_KL2026.05	0.534	0.004	4.5	49.5	50
Aug_KL2026.05	0.469	-0.018	3.2	39	49.1
Image-only Inference2026.05	0.386	-0.039	1.1	18.3	48.1